Podcasts about error correction

In this episode, we sit down with Dr. Thomas Baker, Canada Research Chair in Quantum Computing for Modeling of Molecules and Materials at the University of Victoria.Together, we dive into the fundamental differences that set quantum computers apart, the interdisciplinary challenges and breakthroughs in the field, and the real-world hurdles facing quantum's transition from theory to practicality. Dr. Baker shares how creativity, flexible thinking, and collaboration across physics, chemistry, and engineering are vital to progress in quantum information science—and why learning skills like programming and public speaking still give students an edge. Whether you're a quantum enthusiast or simply curious about the future of technology, this episode offers accessible insights, advice for newcomers, and candid reflections on where this exciting discipline is headed.LinksThomas Baker on LinkedIn - https://www.linkedin.com/in/drbakerte/Watch on YouTube - https://youtu.be/hH8L6zKOn0cTime Stamps00:00 Explaining Quantum Computing Basics03:19 Getting into quantum computing08:19 Quantum vs Classical Algorithm Testing11:46 Quantum error correction challenges13:54 Discussing quantum computing and error correction20:23 Challenges in interdisciplinary quantum fields24:05 Comparing qubit types to fuel sources25:34 Discussing quantum computing concepts30:57 Challenges of Quantum Information PR32:05 Adapting talks to different audiences38:11 Science Meets Parliament experience38:59 Importance of Funding Quantum Science45:29 Using Julia for student projects47:09 Using Julia for easy programming50:22 Importance of typing and coding skills53:19 Discussing the Quantum Podcast

What does the quantum industry actually look like right now, beneath all the hype? In this episode of Eye on AI, Craig Smith sits down with Celia Merzbacher, Executive Director of the Quantum Economic Development Consortium (QED-C), to break down the real state of quantum technology in 2025. From market growth and enterprise readiness to the growing intersection with AI, Celia brings a grounded insider perspective on where the industry stands and what comes next. Celia explains why the quantum market is growing faster than even the companies inside it predicted, with revenues rising roughly 27% year over year and actual numbers consistently beating forecasts. She also makes clear that the future is not quantum replacing classical computers. It is hybrid systems combining both to solve problems that simply cannot be solved today, with early use cases already emerging in pharmaceuticals, energy, finance, and defense.  We also get into quantum sensing, the most underrated corner of the quantum world. From biomedical imaging already in clinical trials to quantum clocks powering GPS and financial transaction timestamping, sensing is already partially commercialized and quietly reshaping industries most people have never connected to quantum at all. Finally, Celia addresses the AI question directly. Will AI replace quantum? No. The two are complementary. AI is already accelerating quantum hardware design and algorithm discovery, and quantum may eventually improve how AI systems are trained. She closes with a clear message for enterprise leaders: the transition to quantum will not be a migration. It will be a paradigm shift, and the time to start preparing is now.  Subscribe for more conversations with the people building the future of AI and emerging technology.   Stay Updated: Craig Smith on X: https://x.com/craigss Eye on A.I. on X: https://x.com/EyeOn_AI   Timestamp: (00:00) Introduction: What Is QED-C and Why Does It Exist? (01:57) Celia Merzbacher on Her Background and Role (04:32) Annual Market Survey: How Fast Is Quantum Actually Growing? (09:10) Where Quantum Revenue Is Coming From Today (11:11) Timeline and the Race to Utility-Scale Quantum Computing (13:23) Early Use Cases: Pharma, Energy, Finance and Hybrid Computing (16:14) What Is Quantum Sensing and Why It Matters (20:39) The Three Pillars: Hardware, Error Correction and Algorithms (27:40) How Enterprises Should Start Preparing for Quantum Now (38:39) AI and Quantum: Allies Not Competitors

Quantum Open Source with Will Zeng and Ziyaad BhoratIn this special live-streamed discussion, Will Zeng, co-founder of the Unitary Foundation, and Ziyaad Bhorat, VP at the Mozilla Foundation, join host Sebastian Hassinger to unpack their co-authored white paper, The Open Foundation Quantum Technology Needs. The paper argues that open source quantum software is structurally underfunded — too applied for academic grants, too public-good for venture capital — and that philanthropic organizations need to step in before the window closes.This conversation arrives at a pivotal moment. Google recently published a paper showing Shor's algorithm could break ECDLP-256 with roughly 500,000 physical qubits — a 20x improvement over prior estimates — while Oratomic launched claiming 10,000 reconfigurable atomic qubits may be sufficient for cryptographically relevant computation. The timelines are compressing. The question is whether the software ecosystem can keep pace with the hardware.The video of our conversation can be viewed on YouTube.What you'll learnWhy open source quantum software falls into a structural funding gap between academic grants and venture capital — and what that means for the field's trajectoryHow Mozilla Foundation evaluates emerging technology fields for philanthropic intervention, and what specifically convinced them quantum was ripe for engagementWhat Google's 20x efficiency gain for Shor's algorithm and the Oratomic launch mean for Q-Day timelines and post-quantum migration urgencyWhy the "quantum Linux" analogy is useful but incomplete — and what the real risk is (fragmentation, not monopoly)How Unitary Foundation's microgrant program ($4,000, six months) has become a faster on-ramp to quantum careers than traditional academic pathwaysWhat PyMatching, PyZX, and other microgrant-funded projects reveal about the scalability of small open source investmentsWhy open source benchmarking through Metriq Gym matters — and why vendor-driven benchmarks can't fill this roleHow the Qiskit team reductions at IBM illustrate the fragility of corporate-backed open source in quantumWhat specific policy asks the quantum open source community has for the NQI reauthorizationThe von Neumann vs. ENIAC lesson: why openness wins over secrecy in building transformative computing platformsResources & linksThe Open Foundation Quantum Technology Needs — The white paper by Zeng, Castanon, and Bhorat (March 2026) that anchors this conversationUnitary Foundation — 501(c)(3) non-profit building, governing, and sustaining open source quantum software since 2018 Mozilla Foundation — Non-profit championing open source and internet health, supporting Unitary Foundation's quantum workMitiq — Open source toolkit for quantum error mitigationMetriq — Community-driven quantum benchmarking platform Metriq Gym — Open source benchmarking suite for quantum computers Unitary Compiler Collection (UCC) — Quantum circuit compilation toolsQuTiP — Quantum Toolbox in Python, stewarded by Unitary FoundationPyMatching — Open source decoder for quantum error correction, originally funded by a UF microgrant PyZX — ZX-calculus library for quantum circuit optimization, also originating from UF support Unitary Hack — Annual bug bounty hackathon connecting open source quantum projects with global contributors CSIS Commission on U.S. Quantum Leadership — Warning on quantum decryption surprise referenced in the white paperWill Zeng — President and co-founder of Unitary Foundation; Partner at Quantonation; DPhil in Quantum Information, University of OxfordZiyaad Bhorat — VP of Imagination and Strategic Growth, Mozilla Foundation; PhD in Political Science, UCLAKey quotes"Do we want a future where quantum computers are developed by secret government contractors with specialized PhDs who have top secret security clearances? Or do we want a future where quantum computers are built in the private sector, competing to provide economic value to everyone around the world?" — Will Zeng"Do not be afraid to experiment. We're doing ourselves a disservice to be slow, especially in a space that really warrants experimentation." — Ziyaad Bhorat, on his message to philanthropic colleagues"There's billions of people on the planet who want to do exciting and interesting things. Building quantum technology is one of those. If you have enough motivation, you just need to provide some on-ramps." — Will Zeng"We should put forward an affirmative vision of what that future should look like and drive towards it — because otherwise it will be built in secret." — Ziyaad Bhorat"The US spends 30, 35 billion on potato chips every year. There's a lot of room to grow." — Will Zeng, on the scale of quantum investment relative to what's neededRelated episodesEp 19: Quantum Error Mitigation using Mitiq with Misty Wahl — Deep dive into Mitiq, one of Unitary Foundation's flagship open source projects discussed in this episode.Ep 35: Quantum Benchmarking with Jens Eisert — Explores the challenges of quantum benchmarking that Will Zeng addresses with the Metriq platform.Ep 29: Quantum Education and Community Building with Olivia Lanes — Parallels to the community-first approach to workforce development that both guests advocate.Ep 53: Fostering Quantum Education with Emily Edwards — The Q12 initiative's approach to quantum education, complementing UF's open source on-ramps.Ep 79: Building a Quantum Ecosystem from Scratch with Martin Laforest — How Quebec built a quantum ecosystem — relevant context for the white paper's argument about building open infrastructure early.Subscribe & connectListen: Apple Podcasts | Spotify |

Ever wonder why quantum computing still feels like a "cool science experiment" instead of a deployable technology? After two decades building wireless standards and quantum systems at IBM, Brian Gaucher argues that engineering—not physics—has become the critical bottleneck holding back quantum technologies from real-world impact.Why this episode mattersThis conversation is essential for anyone trying to understand why quantum technologies haven't yet transitioned from laboratory demonstrations to scalable industrial applications. Brian co-authored the recent NSF ERVA report that identifies the specific engineering challenges blocking quantum progress across computing, sensing, and biological applications. If you're a researcher, engineer, or technology leader wondering how quantum moves from promising science to transformational technology, this episode provides the roadmap.The discussion reveals why materials engineering, not theoretical breakthroughs, will determine which nations lead the quantum economy—and why coordinated investment in nanoscale manufacturing infrastructure needs to happen now, before manufacturing ecosystems become geographically concentrated like semiconductors.What you'll learnHow engineering precision has replaced theoretical understanding as the primary quantum bottleneck across computing, sensing, and biological applicationsWhy superconducting qubit fabrication still resembles lab experiments despite being labeled an "engineering problem" since 2016—and what's needed to achieve semiconductor-level reproducibilityThe specific materials challenges blocking quantum scaling: surface and interface noise control, defect management, cryogenic packaging, and atomic-layer precision manufacturingWhy quantum computing will require hundreds of interconnected dilution refrigerators rather than single large systems, and the engineering implications of distributed quantum architecturesHow AI and quantum computing create bidirectional acceleration opportunities: AI enabling quantum calibration and error mitigation, while quantum enhances optimization and molecular simulation workloadsWhy quantum standards development faces a chicken-and-egg problem that won't resolve until reproducible quantum advantage is demonstrated—but must be ready immediately afterwardHow regional quantum initiatives like Illinois Quantum Network and Elevate Quantum balance necessary specialization against harmful fragmentation in the pre-standards eraWhy the semiconductor industry's offshore manufacturing migration offers critical lessons for maintaining quantum manufacturing leadership in the United Statesqubitsok — Cut Noise. Work Quantum. The quantum computing job board and arXiv research digest built for the community. Job seekers & researchers: Subscribe free at qubitsok.com — weekly job alerts + daily paper digest filtered by 400+ quantum tags. Hiring managers: Post your quantum role and reach 500+ targeted subscribers. Use code NEWQUANTUMERA-50 for 50% off your first listing at qubitsok.com/post-job.Resources & linksPapers & reportsNSF ERVA Report: Engineering Research Acceleration - The comprehensive analysis Brian co-authored on translating quantum science into engineering frameworksNational Quantum Initiative Act - Current federal quantum research coordination legislation awaiting reauthorizationOrganizations & initiativesChicago Quantum Exchange - Regional quantum research consortium Brian mentions as a model for coordinated developmentIBM Quantum Network - Brian's former organization advancing quantum computing applicationsIEEE Quantum Engineering - Standards organization Brian suggests should lead quantum standardization effortsStandards & technology platformsIEEE 802.11 Standards - The Wi-Fi standardization work Brian contributed to, demonstrating how standards unlock technology ecosystemsQiskit - IBM's quantum software development platformOpenQASM - Quantum assembly language specification for quantum instruction setsGuest linksBrian Gaucher's Design News Interview - Recent discussion of quantum engineering workforce developmentKey insights"Quantum advantages is going to come not just from better qubits alone, but really from better engineering. The physics is truly exciting in the discovery aspects, but that in itself is not going to go anywhere without a bigger picture wrapped around it.""We understand the fundamental physics. What we need to do is get to reproducible, scalable fabrication and interface control remains one of the limiting things.""Scientific leadership alone doesn't guarantee you long-term manufacturing leadership. We know this from semiconductors—the US remains strong in research and design, but manufacturing ecosystems went offshore.""Once manufacturing ecosystems become geographically concentrated, you can't rebuild this stuff. So you need to address this earlier on and not wait.""If we break encryption, every old email and text and bank statement that you've ever had becomes open. The enormity of such a risk should be driving someone crazy."Related episodesEp 47: Megaquop with John Preskill and Rob Schoelkopf - Deep dive into superconducting quantum computing architectures and scaling challengesEp 52: Quantum Error Correction Codes with Kenneth Brown - Essential background on the error mitigation Brian discusses as an AI-quantum intersectionEp 61: The Quantum Internet with Stephanie Wehner - Quantum communications standards and infrastructure development

Breaking Down RSA: How QLDPC Codes Cut Quantum Computing Requirements by an Order of MagnitudeWhat if I told you that the number of qubits needed to break RSA encryption just dropped from over a million to around 100,000? That's exactly what researchers at Iceberg Quantum achieved by combining quantum low-density parity-check (QLDPC) error correction with algorithmic optimizations—potentially accelerating quantum cryptography timelines by years.Why this episode mattersThis episode dives into groundbreaking research that could reshape quantum computing's practical timeline. We explore how QLDPC codes overcome the physical constraints of surface codes, why hardware diversity is driving new error correction approaches, and what this means for the race toward cryptographically relevant quantum computers.Perfect for quantum researchers, cryptography professionals, and anyone curious about the engineering challenges between today's quantum devices and tomorrow's code-breaking machines.What you'll learnWhy QLDPC codes outperform surface codes — How throwing out nearest-neighbor connectivity assumptions unlocks better physical-to-logical qubit ratios across multiple hardware platforms The algorithmic tricks that matter — How shared register reads and parallelization techniques can dramatically reduce runtime on slower quantum hardware platforms like trapped ions and neutral atoms What "hardware agnostic" really means — Why developing error correction methods that work across superconducting, trapped ion, photonic, and neutral atom platforms is crucial for the quantum ecosystemHow generalized ladder surgery enables logical operations — The breakthrough that made QLDPC codes viable for full quantum computation, not just quantum memory storageWhy decoding remains the bottleneck — The real-time classical computation challenges that still need solving to make fault-tolerant quantum computing practicalThe business model emerging around quantum architecture — How companies like Iceberg are positioning themselves as the "ARM or Nvidia" of quantum computing through specialized fault-tolerant designsWhat cryptographers should know now — Why the timeline for cryptographically relevant quantum computers may be compressing faster than expected, and why algorithmic improvements matter as much as hardware scalingResources & linksIceberg Quantum's Pinnacle paper — "Reducing the Overhead of Quantum Error Correction with QLDPC Codes"Craig Gidney's foundational Shor's algorithm optimization workScott Aaronson's blog analysis of the research implications Sponsorqubitsok — Cut Noise. Work Quantum. The quantum computing job board and arXiv research digest built for the community. - Job seekers & researchers: Subscribe free at qubitsok.com — weekly job alerts + daily paper digest filtered by 400+ quantum tags. - Hiring managers: Post your quantum role and reach 500+ targeted subscribers. Use code NEWQUANTUMERA-50 for 50% off your first listing at qubitsok.com/post-job.Key insights & quotes"We think this is an immensely fundamentally valuable thing to do — when hardware improvements and reduced resource requirements converge, we'll be able to do something useful." — Larry, Iceberg Quantum CSO"It would probably be a big mistake to assume that the numbers are not going to keep going down" — on future resource requirement reductions for RSA breaking"At every level of scaling, new challenges emerge — it's not just a matter of taking a zero off your number" — Paul Webster on why order-of-magnitude improvements translate to real timeline changes"There's no obvious reason why something like the Pinnacle architecture wouldn't have an obvious impact once hardware companies reach hundreds of thousands of qubits" — on practical implementation timelines"This is why it's so important to have this broader perspective and not be too dependent on the assumptions of one hardware platform" — on the value of hardware-agnostic approaches

In this rigorous engineering deep-dive from January 2, 2026, the Qubit Value podcast confronts the single greatest barrier to useful quantum computing: noise. The episode dismantles the hope that better hardware alone will suffice, explaining why "Quantum Error Correction" is an existential requirement where errors currently compound exponentially. The hosts dissect the industry-standard "Surface Code" approach used by Google and IBM, revealing the brutal reality that up to 90% of a future chip's resources must be dedicated to "Magic State Distillation" factories just to clean up data, leaving little room for actual computation. The discussion pivots to cutting-edge alternatives like Low-Density Parity-Check (LDPC) codes and Bosonic "Cat" codes that use microwave cavities to create redundancy without massive qubit counts. Ultimately, the hosts push the timeline for commercial fault tolerance to the mid-2030s, advising listeners to ignore raw qubit counts and instead watch for the successful demonstration of a "fault-tolerant logical CNOT gate" as the true indicator of progress. Want to hear more? Send a message to Qubit Value

This episode of the Physics World Weekly podcast features Tim Hsieh of Canada's Perimeter Institute for Theoretical Physics. We explore some of today's hottest topics in quantum science and technology – including topological phases of matter; quantum error correction and quantum simulation. Our conversation begins with an exploration of the quirky properties quantum matter and how these can be exploited to create quantum technologies. We look at the challenges that must be overcome to create large-scale quantum computers; and Hsieh reveals which problem he would solve first if he had access to a powerful quantum processor. This interview was recorded earlier this autumn when I had the pleasure of visiting the Perimeter Institute and speaking to four physicists about their research. This is the third of those conversations to appear on the podcast. The first interview in this series from the Perimeter Institute was with Javier Toledo-Marín, “Quantum computing and AI join forces for particle physics”; and the second was with Bianca Dittrich, “Quantum gravity: we explore spin foams and other potential solutions to this enduring challenge“. This episode is supported by the APS Global Physics Summit, which takes place on 15–20 March, 2026, in Denver, Colorado, and online.

Netflix shuts down Boss Fight Entertainment, new Firefox extensions must disclose any user data collection, OpenAI developing AI model for music from text or audio prompts. MP3 Please SUBSCRIBE HERE for free or get DTNS Live ad-free. A special thanks to all our supporters–without you, none of this would be possible. If you enjoy whatContinue reading "IBM Says Conventional AMD Chips Run Quantum Computing Error Correction Algorithm – DTH"

On this milestone 30th episode of Impact Quantum Season 3, hosts Frank La Vigne and Candace Gillhoolley are joined by Vyom Patel, a master's student at the University of Waterloo—often described as the MIT of Canada. This episode dives into Vyom's journey from machine learning to the cutting-edge challenges of quantum algorithms and quantum error correction. Together, they unpack the common misconceptions around quantum computing, reveal the importance of strong mathematical foundations, and discuss the very real risks and rewards of working in a nascent, rapidly evolving field. Vyam shares how he filters through the hype, stays up-to-date with the latest research, and why mentorship (both giving and receiving) is crucial in this space. Whether you're just quantum-curious or already obsessed with superposition, this episode promises insights, laughter, and plenty of motivation to get quantumly curious yourself!Links Quantum Computing Since Democritus - https://www.amazon.com/dp/0521199565?tag=datadrivenm0e-20 Time Stamps00:00 "Exploring Quantum Computing's Interdisciplinary Appeal"04:10 Quantum Computing: Curiosity and Claims08:19 Trusting Academic Sources First11:44 Efficient Paper Skimming Techniques16:52 Quantum Computing for Differential Equations20:03 Quantum Matrix Encoding Challenges24:10 Foundations of Cryptography and Error Correction27:15 The Future of Quantum Education29:23 "Foundations Key to Tech Progress"34:04 Math Mentorship and Research Program37:13 "Demystifying Quantum Mechanics for Beginners"40:57 Quantum LDPC Codes Appeal43:17 "Evolution of Error Correction"46:26 Quantum Computing Race: Architecture's Future49:19 Future Plans: Technical Blog Creation

In this episode, James Hurst breaks down the latest updates to HMRC's guidance on correcting VAT errors, including the introduction of a new online tool for notifying HMRC. Tune in for practical insights and learn what these changes mean for your business.For more information on this topic and more, please visit www.mercia-group.com for further details.

Google's Quantum AI team has made a significant advancement in quantum error correction, as reported in a paper published in Nature. The team successfully demonstrated the ability to reduce the error rate of a logical qubit by scaling up the distance of the surface code, starting with a distance-3 grid – the smallest possible surface code, which uses a 3x3 qubit grid to form one logical qubit out of 17 physical qubits. You can listen to all of the Quantum Minute episodes at https://QuantumMinute.com. The Quantum Minute is brought to you by Applied Quantum, a leading consultancy and solutions provider specializing in quantum computing, quantum cryptography, quantum communication, and quantum AI. Learn more at https://AppliedQuantum.com.

Host: Sebastian HassingerGuest: Andrew Dzurak (CEO, Diraq)In this enlightening episode, Sebastian Hassinger interviews Professor Andrew Dzurak. Andrew is the CEO and co-founder of Diraq and concurrently a Scientia Professor in Quantum Engineering at UNSW Sydney, an ARC Laureate Fellow and a Member of the Executive Board of the Sydney Quantum Academy. Diraq is a quantum computing startup pioneering silicon spin qubits, based in Australia. The discussion delves into the technical foundations, manufacturing breakthroughs, scalability, and future roadmap of silicon-based quantum computers—all with an industrial and commercial focus.Key Topics and Insights1. What Sets Diraq ApartDiraq's quantum computers use silicon spin qubits, differing from the industry's more familiar modalities like superconducting, trapped ion, or neutral atom qubits.Their technology leverages quantum dots—tiny regions where electrons are trapped within modified silicon transistors. The quantum information is encoded in the spin direction of these trapped electrons—a method with roots stretching over two decades1.2. Manufacturing & ScalabilityDiraq modifies standard CMOS transistors, making qubits that are tens of nanometers in size, compared to the much larger superconducting devices. This means millions of qubits can fit on a single chip.The company recently demonstrated high-fidelity qubit manufacturing on standard 300mm wafers at commercial foundries (GlobalFoundries, IMEC), matching or surpassing previous experimental results—all fidelity metrics above 99%.3. Architectural InnovationsDiraq's chips integrate both quantum and conventional classical electronics side by side, using standard silicon design toolchains like Cadence. This enables leveraging existing chip design and manufacturing expertise, speeding progress towards scalable quantum chips.Movement of electrons (and thus qubits) across the chip uses CMOS bucket-brigade techniques, similar to charge-coupled devices. This means fast (

In this episode of The New Quantum Era, host Sebastian Hassinger sits down with Dr. Mark Saffman, a leading expert in atomic physics and quantum information science. As a professor at the University of Wisconsin–Madison and Chief Scientist at Infleqtion (formerly ColdQuanta), Mark is at the forefront of developing neutral atom quantum computing platforms using Rydberg atom arrays. The conversation explores the past, present, and future of neutral atom quantum computing, its scalability, technological challenges, and opportunities for hybrid quantum systems.Key TopicsEvolution of Neutral Atom Quantum ComputingThe history and development of Rydberg atom arrays, key technological breakthroughs, and the trajectory from early experiments to today's platforms capable of large-scale qubit arrays.Gate Fidelity and ScalabilityAdvances in gate fidelity, challenges in reducing laser noise, and the inherent scalability advantages of the neutral atom platform.Error Correction and Logical QubitsDiscussion of error detection/correction, logical qubit implementation, code distances, and the engineering required for repeated error correction in neutral atom systems.Synergy Between Academia and IndustryThe interplay between curiosity-driven university research and focused engineering efforts at Infleqtion, including the collaborative benefits of cross-pollination.Hybrid Quantum Systems and Future DirectionsPotential for integrating different modalities, including hybrid systems, quantum communication, and quantum sensors, as well as modularity in scaling quantum processors.Key InsightsNeutral atom arrays have achieved remarkable scalability, with demonstrations of arrays containing thousands of atomic qubits—well-positioned for large-scale quantum computing compared to other modalities.Advancements in laser technology and gate protocols have been crucial for improving gate fidelities, moving from early diode lasers to more stabilized, lower noise systems.Engineering challenges remain, such as atom loss, measurement speed, and the need for technologies enabling fast, high-degree-of-freedom optical reconfiguration.Logical qubit implementation is advancing, but practical, repeated rounds of error correction and syndrome measurement are required for fault-tolerant computing.Collaboration between university and industry labs accelerates both foundational understanding and the translation of discoveries into real-world devices.Notable Quotes“One of the exciting things about the Neutral Atom platform is that this is perhaps the most scalable platform that exists.”“Atoms make fantastic qubits — they're nature's qubits, all identical, excellent coherence… but they do have some sort of annoying features. They don't stick around forever. We have atom loss.”“Our wiring is not electronic printed circuits, it's laser beams propagating in space… That's great because it's reconfigurable in real time.”About the GuestMark Saffman is a Professor of Physics at the University of Wisconsin–Madison and the Chief Scientist at Infleqtion, a company leading the commercial development of quantum technology platforms using neutral atoms. Mark is recognized for his pioneering work on Rydberg atom arrays, quantum logic gates, and advancing scalable quantum processors. His interdisciplinary experience bridges fundamental science and quantum tech commercialization.Keywords: quantum computing, Rydberg atoms, neutral atom arrays, Mark Saffman, Infleqtion, gate fidelity, scalability, quantum error correction, logical qubits, hybrid quantum systems, laser cooling, quantum communication, quantum sensors, quantum advantage, optical links, atomic physics, quantum technology, academic-industry collaboration.---For more episodes, visit The New Quantum Era and follow on Bluesky: @newquantumera.com. If you enjoy the podcast, please subscribe and share it with your quantum-curious friends!

In this episode, Sebastian Hassinger sits down with Dr. Liang Jiang from the University of Chicago to explore the exciting intersection of quantum error correction theory and practical implementation. Dr. Jiang discusses his group's work on hardware-efficient quantum error correction, the recent breakthroughs in demonstrating error correction thresholds, and the future of fault-tolerant quantum computing.Key Topics CoveredCurrent State of Quantum Error CorrectionRecent milestone achievements including Google's surface code experiment and AWS's bosonic code demonstrationsThe transition from purely theoretical work to practical implementations on real hardwareHardware platforms showing high fidelity: superconducting qubits, trapped ions, and cold atomsHardware-Efficient ApproachesBosonic Error Correction: Using single harmonic oscillators to correct loss errors, demonstrated at Yale and AWSSurface Codes: Google's achievement of going beyond breakeven point for quantum memoryQLDPC Codes: Collaboration with IBM and neutral atom array experiments, particularly Michel Lukin's group at HarvardFault-Tolerant Gate ImplementationChallenges of implementing universal computation with error-corrected logical qubitsMagic State Injection: Preparing resource quantum states and teleporting them into circuitsCode Switching: Switching between different error correcting codes to achieve universal gate setsThe Eastin-Knill no-go theorem and methods to overcome itProgramming Abstraction LayersEvolution toward higher-level programming abstractions similar to classical computingEfficient compilation of quantum circuits using discrete fault-tolerant gate setsMemory Operations: Teleporting gates into quantum memory rather than extracting qubitsQuantum Communication and NetworkingChannel Capacity and GKP CodesApplication of Gottesman-Kitaev-Preskill (GKP) codes for achieving channel capacity in lossy channelsRecent experimental demonstrations in trapped ions and superconducting qubits showing breakeven performanceMicrowave-to-Optical TransductionCritical challenge for connecting quantum devices across different frequency domainsRecent progress in demonstrating quantum channels between microwave and optical modesApplications for both quantum networking and modular quantum computing architecturesAdvanced ApplicationsQuantum Sensing with Error CorrectionResearch by Dr. Jiang's former student Sisi Zhou addressing John Preskill's 20-year-old questionNecessary and sufficient conditions for error correction to help quantum sensingApplications to gravitational wave detection and dark matter searchesAlgorithmic Quantum MetrologyCollaboration with MIT researchers on combining global search algorithms with quantum sensorsPotential for quantum advantage in processing quantum signals from quantum sensorsFuture DirectionsDistributed Quantum ComputingModular architecture with specialized components: memory, processors, and interfacesScaling challenges requiring interconnects between different quantum devicesSystem-level thinking about quantum computer architectureApplication-Specific Error CorrectionTailoring error correction schemes for specific algorithms and applicationsCo-design approach considering hardware capabilities and application requirementsKey InsightsTheory-Experiment Collaboration: The importance of close collaboration between theorists and experimentalists to understand real-world error modelsHardware Efficiency: Moving beyond generic error correction to platform-specific and application-specific approachesTemporal Considerations: The need for not just hardware efficiency but also time efficiency in quantum operationsAbstraction Evolution: The inevitable move toward higher-level programming abstractions as fault-tolerant quantum computing maturesNotable Quotes"We want to do hardware efficient quantum error correction... given qubits are still very precious resource.""Quantum computers are really good at processing quantum signals. Where does the quantum signal come from? Quantum sensor is definitely a very promising source."About the Guest:Dr. Liang Jiang leads a research group at the University of Chicago focused on the practical implementation of quantum error correction and fault-tolerant quantum computing. His work spans multiple quantum platforms and emphasizes the co-design of hardware and error correction schemes.About The New Quantum Era:The New Quantum Era is hosted by Sebastian Hassinger and features in-depth conversations with leading researchers and practitioners in quantum computing, exploring the latest developments and future prospects in the field.

Alicia and Margie dive into their monthly roundup of new QuickBooks Online features they've discovered, including the controversial P&L and balance sheet badges in the chart of accounts that business owners actually love. They explore an exciting new expenses overview section with AI-generated insights, discuss the ability to schedule future invoice payments and add tips, and reveal game-changing updates to the banking feed that reduce clicks and improve efficiency. The episode wraps with a preview of the new "Fusion" interface being beta tested and upcoming live events from both hosts.Sponsors(00:00) - Welcome to The Unofficial QuickBooks Accountants Podcast (00:34) - Company Updates and Good Problems (01:08) - Interface Changes in QuickBooks (03:30) - New Features in QuickBooks Expenses (08:20) - Settings and Notifications (18:12) - Banking Feed Enhancements (22:13) - Error Correction and New Feature Introduction (22:28) - Request Info Button in Banking Feed (26:14) - Intuit Drive and Document Storage (29:51) - Rumors and New Features in QuickBooks (34:02) - QuickBooks Time Integration (35:39) - Fusion: The New Interface (41:05) - Upcoming Events and Announcements Resources LinkedIn Group: https://www.linkedin.com/groups/14630719/YouTube Channel: https://www.youtube.com/@UnofficialQuickBooksPodcastEmail: unofficialquickbookspodcast@gmail.comAlicia's QBO Hands-on Training: http://royl.ws/QBO-complete?affiliate=5393907Scaling New Heights: https://www.woodard.com/scaling-new-heights-2025Grab a tutu for Tutu Tuesday at the Royalwise booth, and join the Pool Party at Cabana #9 on Wednesday!Come join Margie for Akadian's first, in-person live event in Seattle! Find out more here: www.akadian.com/seattle

SandboxAQ is a unique private research firm spun-out of Google that specializes in synthesizing AI and Quantum Computing (1:00) - AI and the Quantum Computing Frontier (5:25) - NVIDIA GTC Quantum Day--Showdown at the QC Corral! (9:00) - What Is the 3rd Quantum Revolution? (12:20) - Google Willow, Qubits, and Error Correction (19:15) - Boeing Tests Quantum Sensors vs GPS (23:30) - Q-Day and Post-Quantum Cryptography (27:45) - CEOs Face Quantum Judgement Day (31:30) - Finding & Nurturing Bright Young Talent for QC Podcast@Zacks.com Current Promo for Kevin Cook's Quantum Computing Report: https://www.zacks.com/registration/pfp/?alert=RPT_QUANTCOMPUTING_A1180

In this episode of Impact Quantum, we delve into the latest developments that are reshaping the quantum computing landscape. Our hosts Frank La Vigne, Candace Gillhoolley, and Andy Leonard discuss Amazon AWS's announcement of the Ocelot, its first quantum computing chip designed to tackle the critical issue of error correction. They explore whether this innovation is the game-changer the industry needs or merely another milestone in the long journey towards practical quantum computing. The conversation also covers how major technology players like Google, IBM, Microsoft, and significant international efforts, such as those from China, are intensifying the quantum race. Tune in as the team contemplates the potential for collaboration among these giants to build a unified quantum future and debates the complexities and challenges that lie ahead in error correction, thermal management, and more. Whether you're quantum curious, a seasoned expert, or simply here for the engaging insights, this episode promises an intriguing deep dive into the future of computing.Show Notes00:00 Impact Quantum: Tackling Error Correction05:42 "Quantum Market Paradox"07:30 Future of Quantum Computing Debate10:53 Quantum Computing's Impact on Market15:27 Quantum Advances in Computing Impact18:47 Apple Silicon's Shared Memory Advantage20:09 "Quantum Curious: Reviving the Show"25:32 Future Quantum Encryption Possibilities27:40 "Encryption: From Military Tech to Commerce"32:27 Embracing Innovation's Next Steps35:54 Gas Prices Impact Convenience Stores39:18 Quantum Computing: Episode Wrap-Up

Quantum computing needs low-overhead error correction to truly scale. Building thousands of qubits to end up with a couple of useful logical ones feels like a bad strategy. Photonic recently published a paper describing a new type of error correction code that promises a 20x reduction in the number of qubits needed to run quantum algorithms that solve real business problems. Are these so-called SHYPS QLDPC codes the path to fault-tolerant systems? Will they help multiple types of quantum chips from other vendors get there? Join host Konstantinos Karagiannis for a chat about error correction and more with Stephanie Simmons from Photonic.  For more information on Photonic, visit https://photonic.com/.  Read the technical paper “Computing Efficiently in QLDPC Codes”: https://photonic.com/wp-content/uploads/2025/02/Computing-Efficiently-in-QLDPC-Codes.pdf.  Visit Protiviti at www.protiviti.com/US-en/technology-consulting/quantum-computing-services  to learn more about how Protiviti is helping organizations get post-quantum ready.  Follow host Konstantinos Karagiannis on all socials: @KonstantHacker and follow Protiviti Technology on LinkedIn and Twitter: @ProtivitiTech.       Questions and comments are welcome!  Theme song by David Schwartz, copyright 2021.  The views expressed by the participants of this program are their own and do not represent the views of, nor are they endorsed by, Protiviti Inc., The Post-Quantum World, or their respective officers, directors, employees, agents, representatives, shareholders, or subsidiaries.  None of the content should be considered investment advice, as an offer or solicitation of an offer to buy or sell, or as an endorsement of any company, security, fund, or other securities or non-securities offering. Thanks for listening to this podcast. Protiviti Inc. is an equal opportunity employer, including minorities, females, people with disabilities, and veterans.

Meet a winner of the Physics World 2024 Breakthrough of the Year

One of Jesse's takeaway from the recent YNAB Fan Fest in Salt Lake City is that YNAB'ers are good at iterating. They make a plan for their money, spend the money, and reflect on whether the spending was on things they were really looking for. Then, they adjust the plan. In the process, they're not just learning how to manage money, they're learning more about themselves.   Got a question for Jesse? Send him an email: askjesse@ynab.com   Sign up for a free 34-day trial of YNAB at www.youneedabudget.com   Follow YNAB on social media: Facebook: @ynabofficial Instagram: @ynab.official Twitter/X: @ynab Tik Tok: @ynabofficial

Here I present a "positive vision" of the kind I complained was absent in the episode right before this ("Criticism is never enough"). Here I am riffing off a line which contains a deep truth out of the Beginning of Infinity where Socrates is speaking with the god Hermes. In that passage David links a moral injunction "Do not" to an epistemological concept (error). From this stepping stone I explore some of the institutions which emerge from such a commitment, but which themselves can also be regarded as fundamental features of a dynamic society.

A whimsically-named quantum company named Alice & Bob actually has a quantum chip in the Google Cloud marketplace. Its "cat qbits" solve a massive issue that affects all other quantum chips. And it might just make quantum computing actually matter In this episode of TechFirst, host John Koetsier explores the fascinating paradox of building a quantum computer with Théau Peronnin, CEO and co-founder of Alice and Bob. They talk about the unique challenges and potential breakthroughs in quantum computing, discussing how Alice and Bob's quantum chip aims to overcome the notorious problems of bit flips and phase flips. Théau explains the concept of a universal quantum computer, the importance of error correction, and the revolutionary impact quantum computing could have on science, technology, and industry. 00:00 Introduction to Quantum Computing 02:16 Understanding Universal Quantum Computers 06:25 Challenges in Quantum Computing 09:08 Error Correction in Quantum Computing 13:13 Future of Quantum Computing 20:57 Geopolitical and Economic Implications 25:30 Conclusion and Final Thoughts

Welcome back to The New Quantum Era, the podcast where we explore the cutting-edge developments in quantum computing. In today's episode, hosts Sebastian Hassinger and Kevin Rowe are joined by Dr. Julien Camirand Lemyre, the CEO and co-founder of Nord Quantique. Nord Quantique is a startup spun out from the University of Sherbrooke in Quebec, Canada, and is making significant strides in the field of quantum error correction using innovative superconducting qubit designs. In this conversation, Dr. Camirand Lemyre shares insights into their groundbreaking research and the innovative approaches they are taking to improve quantum computing systems.Listeners can expect to learn about:Dr. Camirand Lemyre's journey into quantum computing and the founding of Nord Quantique.The unique approach Nord Quantique is taking with Bosonic code qubits and how they differ from traditional fermionic qubits.The recent research paper by Nord Quantique that demonstrates autonomous quantum error correction, a significant step forward in the field.The potential impact of these advancements on reducing the overhead of error correction in quantum systems.Future directions and next steps for Nord Quantique, including further optimization and development of their quantum technology.Highlights:Julien Camirand Lemyre's Background: Dr. Camirand Lemyre shares his academic journey and how it led to the founding of Nord Quantique.Bosonic Qubits: An exploration of how Nord Quantique is leveraging Bosonic qubits for better quantum error correction.Autonomous Quantum Error Correction: Discussion on the recent research paper and its implications for the field of quantum computing.Technological Innovations: Insights into the specific technological advancements and controls Nord Quantique is developing.Future Plans: Dr. Camirand Lemyre shares what's next for Nord Quantique and their ongoing research efforts.Mentioned in this episode:Nord Quantique: WebsiteUniversity of Sherbrooke: WebsiteInstitut Quantique: WebsiteQ-Ctrl: WebsiteTune in to hear about these exciting developments and what they mean for the future of quantum computing!

The title is long enough so you look for more here? ;) This one is largely, in truth about energy and what it can do for us. Across the almost 90 minutes I cover how the concepts in the title logically cohere and depend one upon the other and we take a look at "the universal constructor" and compare the possibilities for an optimistic distant future with the reality of our situation now. Fair warning: many Australian examples are employed here. A tiny bit of Trump, a dashing of Deutsch, a yard of Yaron, morsels of Musk, some of Australia's mining magnates for better or worse and plenty of physics, philosophy and even politics. Those on my livestream may have heard a less polished (more profanity stricken) version of some of this material. This is me back to being polite even if there are reasons for frustration...   (See Youtube version for graphs, data and so on: https://youtu.be/ovs18b10d4Q )

Error correction typically involves a lot of physical qubits and using them to create one logical qubit. Ratios vary by modality and approach, so getting a single fault-tolerant qubit may take seven to a thousand physical ones. What if there was a way to correct most of the errors that appear on each qubit instead? Scaling up from there would certainly be much easier, getting us to machines that can reliably solve business problems. Join host Konstantinos Karagiannis as he discusses the details behind one such new approach with Julien Camirand Lemyre from Nord Quantique.  For more on Nord Quantique, visit https://nordquantique.ca/en/home.  Visit Protiviti at www.protiviti.com/US-en/technology-consulting/quantum-computing-services  to learn more about how Protiviti is helping organizations get post-quantum ready.  Follow host Konstantinos Karagiannis on all socials: @KonstantHacker and follow Protiviti Technology on LinkedIn and Twitter: @ProtivitiTech.  Questions and comments are welcome!   Theme song by David Schwartz, copyright 2021.   The views expressed by the participants of this program are their own and do not represent the views of, nor are they endorsed by, Protiviti Inc., The Post-Quantum World, or their respective officers, directors, employees, agents, representatives, shareholders, or subsidiaries.  None of the content should be considered investment advice, as an offer or solicitation of an offer to buy or sell, or as an endorsement of any company, security, fund, or other securities or non-securities offering. Thanks for listening to this podcast. Protiviti Inc. is an equal opportunity employer, including minorities, females, people with disabilities, and veterans.  

Welcome to another intense episode of Impact Theory, I'm Tom Bilyeu!  In today's episode, I'm joined by Sam Harris and Konstantin Kisin to dive deep and debate the pressing issues surrounding misinformation, corruption, credibility, and the societal impact of distorted realities.  Sam Harris is a neuroscientist, philosopher, best-selling author, and podcast host whose work focuses on how a growing understanding of ourselves and the world is changing our sense of how we should live. Konstantin Kisin is a Russian-born comedian, author, and podcast host that explores complex topics with a blend of humor and serious inquiry, making acute observations about modern societal trends and challenges. Together, we dissect the challenges of navigating the modern information landscape, combatting cognitive biases, and championing the pursuit of truth in a world where truth itself seems increasingly elusive.  We also discuss:  - Importance of Pursuing Truth and Independent Thinking - Overcoming Bias in Perception - Influence of Social Media on Discourse and Truth - Necessity of Error Correction in Knowledge Growth - Challenges in Determining Truth and Reality - Media Influence on Public Opinion and Reality - Individual Rights in the West - Upholding Liberal Democracy This is just Part 1 of our conversation, so make sure you don't miss Part 2 as the debate continues between Sam Harris and Konstantin Kisin! Follow Sam Harris: Website: https://www.samharris.org/  X: https://x.com/MakingSenseHQ YouTube: https://www.youtube.com/@samharrisorg Follow Konstantin Kisin: Website: http://konstantinkisin.com/  X: https://x.com/KonstantinKisin Podcast: https://www.triggerpod.co.uk/ Follow Me, Tom Bilyeu:  Website: https://impacttheoryuniversity.com/  X: https://twitter.com/TomBilyeu Instagram: https://www.instagram.com/tombilyeu/ If you want to dive deeper into my content, search through every episode, find specific topics I've covered, and ask me questions. Go to my Dexa page: https://dexa.ai/tombilyeu Themes: Mindset, Finance, World Affairs, Health & Productivity, Future & Tech, Simulation Theory & Physics, Dating & Relationships SPONSORS: NetSuite has extended its one-of-a-kind flexible financing program for a few more weeks! Head to https://NetSuite.com/THEORY.  Use this link and Hartford Gold will give you up to $15,000 dollars of FREE silver on your first qualifying: order.offers.americanhartfordgold.com/content-affiliate/?&leadsource=affiliate&utm_sfcampaign=701Rb000009EnmrIAC Explore the Range Rover Sport at https://landroverusa.com Go to https://shopify.com/impact now to grow your business–no matter what stage you're in Get 5 free AG1 Travel Packs and a FREE 1 year supply of Vitamin D with your first purchase at https://drinkag1.com/impact. Secure your digital life with proactive protection for your assets, identity, family, and tech – Go to https://aura.com/IMPACT to start your free two-week trial. Take control of your gut health by going to https://tryviome.com/impact and use code IMPACT to get 20% off your first 3 months and free shipping. ***Are You Ready for EXTRA Impact?*** If you're ready to find true fulfillment, strengthen your focus, and ignite your true potential, the Impact Theory subscription was created just for you.  *New episodes delivered ad-free, EXCLUSIVE access to hundreds of archived Impact Theory episodes, Tom AMAs, and so much more!* This is not for the faint of heart. This is for those who dare to learn obsessively, every day, day after day. *****Subscribe on Apple Podcasts: https://apple.co/3PCvJaz***** Subscribe on all other platforms (Google Podcasts, Spotify, Castro, Downcast, Overcast, Pocket Casts, Podcast Addict, Podcast Republic, Podkicker, and more) : https://impacttheorynetwork.supercast.com/ Learn more about your ad choices. Visit megaphone.fm/adchoices

Welcome to another intense episode of Impact Theory, I'm Tom Bilyeu! In today's episode, I'm joined by Sam Harris and Konstantin Kisin to dive deep and debate the pressing issues surrounding misinformation, corruption, credibility, and the societal impact of distorted realities. Sam Harris is a neuroscientist, philosopher, best-selling author, and podcast host whose work focuses on how a growing understanding of ourselves and the world is changing our sense of how we should live.Konstantin Kisin is a Russian-born comedian, author, and podcast host that explores complex topics with a blend of humor and serious inquiry, making acute observations about modern societal trends and challenges.Together, we dissect the challenges of navigating the modern information landscape, combatting cognitive biases, and championing the pursuit of truth in a world where truth itself seems increasingly elusive. We also discuss:  - Importance of Pursuing Truth and Independent Thinking - Overcoming Bias in Perception - Influence of Social Media on Discourse and Truth - Necessity of Error Correction in Knowledge Growth - Challenges in Determining Truth and Reality - Media Influence on Public Opinion and Reality - Individual Rights in the West - Upholding Liberal Democracy This is just Part 1 of our conversation, so make sure you don't miss Part 2 as the debate continues between Sam Harris and Konstantin Kisin!Follow Sam Harris:Website: https://www.samharris.org/ X: https://x.com/MakingSenseHQYouTube: https://www.youtube.com/@samharrisorgFollow Konstantin Kisin:Website: http://konstantinkisin.com/ X: https://x.com/KonstantinKisinPodcast: https://www.triggerpod.co.uk/Follow Me, Tom Bilyeu: Website: https://impacttheoryuniversity.com/ X: https://twitter.com/TomBilyeuInstagram: https://www.instagram.com/tombilyeu/If you want to dive deeper into my content, search through every episode, find specific topics I've covered, and ask me questions. Go to my Dexa page: https://dexa.ai/tombilyeuThemes: Mindset, Finance, World Affairs, Health & Productivity, Future & Tech, Simulation Theory & Physics, Dating & RelationshipsSPONSORS:Explore the Range Rover Sport at https://landroverusa.comUse this link and Hartford Gold will give you up to $15,000 dollars of FREE silver on your first qualifying: order.offers.americanhartfordgold.com/content-affiliate/?&leadsource=affiliate&utm_sfcampaign=701Rb000009EnmrIACFor comprehensive financial news and analysis, visit the incredible brand that so many great investors use, https://yahoofinance.com.  Visit https://BetterHelp.com/ImpactTheory today to get 10% off your first month.Go to https://shopify.com/impact now to grow your business–no matter what stage you're inGet $1,000 off Vanta when you go to https://vanta.com/THEORYGet 5 free AG1 Travel Packs and a FREE 1 year supply of Vitamin D with your first purchase at https://drinkag1.com/impact.Secure your digital life with proactive protection for your assets, identity, family, and tech – Go to https://aura.com/IMPACT to start your free two-week trial.Take control of your gut health by going to https://tryviome.com/impact and use code IMPACT to get 20% off your first 3 months and free shipping.FOLLOW TOM:Instagram: https://www.instagram.com/tombilyeu/Tik Tok: https://www.tiktok.com/@tombilyeu?lang=enTwitter: https://twitter.com/tombilyeuYouTube: https://www.youtube.com/@TomBilyeuWhat's up, everybody? It's Tom Bilyeu here. If you're serious about leveling up your life, I urge you to check out my new podcast, Tom Bilyeu's Mindset Playbook —a goldmine of my most impactful episodes on mindset, business, and health. Trust me, your future self will thank you.LISTEN AD FREE + BONUS EPISODES on APPLE PODCASTS: apple.co/impacttheory Learn more about your ad choices. Visit megaphone.fm/adchoicesSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Carl talks about the interplay between our use of capital—which he defines as time, money, energy, and attention—and what truly matters to us. He navigates the complexities of self-awareness and the pursuit of authenticity in our daily lives. Want more from Carl? Get the shortest, most impactful weekly email on the web! Sign up for the Weekly Letter from Certified Financial Planner™ and New York Times columnist Carl Richards here: https://behaviorgap.com/

Welcome to The Nonlinear Library, where we use Text-to-Speech software to convert the best writing from the Rationalist and EA communities into audio. This is: Simple versus Short: Higher-order degeneracy and error-correction, published by Daniel Murfet on March 11, 2024 on LessWrong. TLDR: The simplicity bias in Bayesian statistics is not just a bias towards short description length. The folklore relating the simplicity bias in Bayesian statistics to description length is incomplete: while it is true that the fewer parameters you use the better, the true complexity measure which appears in the mathematical theory of Bayesian statistics (that is, singular learning theory) is more exotic. The content of this complexity measure remains quite mysterious, but in this note we point out that in a particular setting it includes a bias towards runtime error-correction. This suggests caution when reasoning about the role of inductive biases in neural network training. Acknowledgements. Thanks to Jesse Hoogland, Liam Carroll, Rumi Salazar and Simon Pepin Lehalleur for comments. 1. Background 1.1 Relevance to Deep Learning Consider the problem of solving an ordinary differential equation. A constructive proof involves actually writing down a solution, or an algorithm that in finite time will produce a solution. The Picard-Lindelöf theorem proves that a solution to a broad class of initial value problems exists, but the proof is not constructive: it sets up a contraction mapping on a complete metric space and appeals to the Banach fixed point theorem. While the Picard-Lindelöf theorem uniquely characterises the solution as the fixed point of a contraction mapping, and gives an iterative process for approximating the solution, it does not construct the solution. However a construction is not necessary for many of the applications of Picard-Lindelöf (in differential geometry, topology and many parts of analysis). This mode of reasoning about mathematical objects, where it suffices to have characterised[1] them by (universal) properties, is pervasive in modern mathematics (in the above example, the characterising property is the differential equation, or its associated contraction mapping). However this may seem quite alien to a computer scientist or programmer, who for historical reasons tend to think that there is only one mode of reasoning about mathematical objects, and that is centred on the study of a construction. In an era where programs are increasingly the product of gradient descent rather than human construction, this attitude is untenable. We may have to accept a mode of reasoning about learned programs, based on understanding the nature of the problems to which they are a solution and the iterative processes that produce them. To understand the implicit algorithms learned by neural networks, it may be necessary from this perspective to understand the computational structures latent in the data distribution, and the inductive biases of neural network training. We do not currently have a good understanding of these matters. If we understood these inductive biases better, it could conceivably help us in the context of AI alignment to answer questions like "how likely is deceptive alignment", "how likely is consequentialism", and "what goals are instrumentally convergent"? This note is about the inductive biases of the Bayesian learning process (conditioned on more samples, the posterior increasingly localises around true parameters). Since Bayesian statistics is both fundamental and theoretically tractable, this seems potentially useful for understanding the inductive biases of neural network training. However it is worth noting that the relation between these is not understood at present. 1.2 Singular Learning Theory The asymptotic expansion of the Bayesian free energy, or "free energy formula'', proven by Watanabe in Singular Learning Theory (SLT) introduces the learning coefficient λ as a measure of complexity that balances ...

Making mistakes isn't all bad. Unless those mistakes result in faulty stimulus control during skill acquisition. But, fret not, this week we dive into some of the options available as you craft your programs to respond to errors in a way to maximize learnining efficiency while taking the preferences of your client into account. Basically, how to teach the fastest while being the least annoying. And does correcting errors actually work better than avoiding them? This episode is available for 1.0 LEARNING CEU. Articles discussed this episode: Leaf, J.B., Cihon, J.H., Ferguson, J.L., Milne, C.M., Leaf, R., & McEachin. (2020). Comparing error correction to errorless learning: A randomized clinical trial. The Analysis of Verbal Behavior, 36, 1-20. doi: 10.1007/s40616-019-00124-y Carroll, R.A., Joachim, B.T., St. Peter, C.C., & Robinson, N. (2015). A comparison of error-correction procedures on skill acquisition during discrete-trial instruction. Journal of Applied Behavior Analysis, 48, 257-273. doi: 10.1002/jaba.205 Carroll, R.A., Owsiany, J., & Cheatham, J.M. (2018). Using an abbreviated assessment to identify effective error-correction procedures for individual learners during discrete-trial instruction. Journal of Applied Behavior Analysis, 51, 482-501. doi: 10.1002/jaba.460 Cariveau, T., Montilla, A.L.C., Gonzalez, E., & Ball, S. (2019). A review of error correction procedures during instruction for children with developmental disabilities. Journal of Applied Behavior Analysis, 52, 574-579. doi: 10.1002/jaba.524 If you're interested in ordering CEs for listening to this episode, click here to go to the store page. You'll need to enter your name, BCBA #, and the two episode secret code words to complete the purchase. Email us at abainsidetrack@gmail.com for further assistance.

Earl Campbell, VP of Quantum Science at Riverlane, is interviewed by Yuval Boger. Earl and Yuval discuss the challenges and solutions in making quantum computing practical, including creating reliable qubits in large numbers and managing noise as systems scale. Earl emphasizes that the number of physical qubits needed for a logical qubit varies based on error rates and the type of error correction code used. He notes his belief about upcoming breakthroughs in the industry and much more.

Drawing on Chapter 15 "The Evolution of Culture" from "The Beginning of Infinity" by David Deutsch and then applying it to some special cases. Come and chat to me about this or anything else at https://www.getairchat.com/brett Timestamps: 00:00 Speech, Trade and Democracy 02:39 Is Democracy under attack? 07:05 Free Speech as Error Identification 09:14 Limits on Free Speech? 13:02 Case Study 1: North Korea 14:18 Case Study 2: Afghanistan and Iraq 17:30 Case Study 3: South Korea 19:43 Case Study 4: China 24:43 The Evolution of Culture by David Deutsch 1 29:43 Protecting liberty in Western Nations 30:30 Bringing Liberty to nations without it. 32:25 Case Study 5: Japan 35:01 Immigration: Why worry? 35:58 The Evolution of Culture by David Deutsch 2 39:01 Preserve the means of error correction at all costs Support me at www.bretthall.org

Prof. Misha Lukin (Harvard), Dolev Bluvstein (Harvard), and Harry Zhou (Harvard and QuEra), co-authors of a recent Harvard-led work in quantum error correction, published in Nature, are interviewed by Yuval Boger. The authors highlight the evolution from physical to logical qubits and the realization of up to 48 logical qubits and emphasize the significance of error correction in maintaining quantum states in large systems. They discuss using neutral atoms and optical tweezers in their experiments, the scalability of their methods, and the potential for practical applications. The conversation touches on future directions and much more.

Proverbs 3:11-12 My son, do not despise the chastening of the Lord, nor detest His correction; for whom the Lord loves He corrects, just as a father the son in whom he delights. To support this ministry financially, visit: https://www.oneplace.com/donate/1232/29

Proverbs 3:11-12 My son, do not despise the chastening of the Lord, nor detest His correction; for whom the Lord loves He corrects, just as a father the son in whom he delights. To support this ministry financially, visit: https://www.oneplace.com/donate/1232/29

What are our choices when it comes to errors when working with our students? We know that there is no one approach that will work for all of our students with autism because each student is different. However, it may be helpful to have a default approach that we begin with and make adjustments as needed based on the student, their needs, and their performance. In this episode, I am sharing how to decide when to use errorless teaching or correct errors, how prompting fits into this, tips for using these approaches, and what action steps you can take to improve the consistency of handling errors in your classroom.02:47 - What errorless teaching is, and examples of how it is used04:40 - How to handle errors when you allow them to happen06:18 - Options for what to do when students wouldn't respond well to being told their answer is wrong07:06 - The role of reinforcement in error correctionShow Notes: http://autismclassroomresources.com/episode185Resources:What Are Stimulus Prompts? Or If I Don't Tell Them the Answer, What Other Kinds of Prompts Are There?What Do I Do About Errors in Discrete Trials? The Errorless Learning v. Error Correction ConundrumWhat are Prompts? 5 Main Types of Prompts in a Free InfographicJoin the Autism Classroom Resources' Free Resource Library Get more information about the Special Educator AcademyJoin the Free Facebook Group If you're enjoying this podcast, could you please take a quick moment to leave your review on Apple Podcasts? It would mean the world to me and will help spread the word to other special educators. ⭐️⭐️⭐️⭐️⭐️

Discover how quantum mechanics is reshaping our understanding of time, reestablishing computational capabilities, and ensuring the security of sensitive data transmission.  Guest Monika Schleier-Smith is a physicist who says that quantum principles, like entanglement, can make atoms do funny things, such as allowing two atoms to share secrets across great distances. While entanglement opens tantalizing possibilities like quantum computing, there's still much we don't know about quantum mechanics. She now uses lasers to “cool” atoms to near motionlessness as a starting point for controlling and proving entanglement, as she tells host Russ Altman on this episode of Stanford Engineering's The Future of Everything podcast.Chapter Timestamps:(00:00:00) Opening Remarks Monika Schleier Smith, a distinguished professor of physics at Stanford University, kickstarts the episode by introducing the enthralling world of quantum mechanics.Russ Altman introduces the episode and welcomes Monika Schleier Smith to discuss quantum mechanics and entanglement. And he encourages listeners to engage with the podcast by rating and reviewing it.(00:02:50) Quantum Mechanics FundamentalsMonika provides insights into the fundamental principles of quantum mechanics, including the concept of quantum uncertainty.(00:04:22) Embracing Entanglement The episode delves into the concept of entanglement, highlighting its non-local properties and the intriguing correlations between particles.(00:06:55) Initiating Quantum Entanglement Monika explains the initial interactions required to establish quantum entanglement between particles. Explore the challenges in preserving entanglement and the impact of quantum measurement.(00:10:12) Laser-Cooled Atoms in Research Monika Schleier Smith sheds light on her lab's laser-cooled atoms research and their vital role in entanglement studies.(00:11:39) The Doppler Effect and Slowing AtomsMonika explains the Doppler effect and its role in slowing down atoms using laser beams. Russ Altman connects the Doppler effect to everyday experiences, like the sound of approaching vehicles.(00:13:04) Tracking and Holding AtomsMonika describes the next steps in their experiments, involving tracking and holding well-controlled atoms in a vacuum. Russ Altman mentions the challenges of maintaining atoms at low temperatures and in isolation.(00:14:49) Getting Atoms to TalkMonika explores the need for entanglement and how it involves making atoms interact. Different approaches, including using Rydberg states and optical resonators, are mentioned.(00:16:17) Leveraging Light as a MessengerMonika introduces the concept of using light to convey information between atoms. The discussion includes optical resonators and controlling interactions on different length scales. Russ Altman jokingly mentions the potential size of the lab.(00:16:32) Preserving EntanglementMonika highlights the challenge of preserving entanglement and preventing information leakage to the outside world. The importance of maintaining secrecy for entangled states is emphasized.(00:17:34) Proving EntanglementMonika explains the need for proving entanglement, distinguishing it from classical correlations. She mentions John Bell's contributions to the theory of proving entanglement. Russ Altman seeks clarification on classical correlations.(00:20:13) Measuring Incompatible ObservablesMonika outlines the measurement of incompatible observables as a way to prove entanglement. The discussion touches on the concept of spin for atom measurements.(00:22:19) Quantum Computing Potential The conversation shifts to quantum computing, where Monika discusses how quantum bits (qubits) can provide computational advantages over classical bits, paving the way for solving complex problems like drug discovery and material science.(00:28:15) Quantum Communication Secrets Monika sheds light on quantum communication's ability to secure data transmission by leveraging the principles of entanglement and quantum error correction. (00:32:39) Conclusion & closing Russ and Monika wrap up their enlightening conversation, emphasizing the ongoing pursuit of quantum knowledge and technology.

Through effective prompting, we're able to help our learners succeed. Here, we dive into the hierarchy of prompting so we can use it in the best way possible. We use prompting in our everyday lives, like when we use calendar invites to keep us on track and remember important events. In the world of ABA, prompts are a way to guide our learners to the correct response. Prompts come after the introduction of the stimulus and before the learner's response. They're typically based on prior history, and they're put in place before the learner makes errors so they can avoid practicing those errors.There are many ways to use prompting, and we discuss examples of how it looks in action. We discuss the importance of repetition and modeling and why they help learners become more successful. The hierarchy of prompts is structured from the least intrusive to the most intrusive, and we talk about how to choose which ones to use. We also discuss fading prompts, why verbal prompts are the hardest to fade, and how to use least-to-most prompting.  What's Inside:The hierarchy of prompts and how to choose which to use.Why verbal prompts are the hardest to fade.How to use least-to-most prompting.Mentioned In This Episode:HowToABA.com/joinHow to ABA on YouTubeFind us on FacebookFollow us on InstagramError Correction VideoTransfer TrialsFree Prompt Hierarchy Visual

ERROR CORRECTION!! The "Round" SMB1 after the traveling the world segment was supposed to say "Oval" BREAKING NEWS!! CGC explodes onto eBay and PWCC lays off 40 collectors... Recorded LIVE in Las Vegas under FREE SPEECH for educational purposes Cover art owned & taken by labman1717 (151) --- Send in a voice message: https://podcasters.spotify.com/pod/show/gamegallery/message

We often hear that the path to fault-tolerant quantum computing will require error correction. How will this technique work? Join host Konstantinos Karagiannis for a chat with Yonatan Cohen, Chief Technology Officer at Quantum Machines, about this and other scaling technologies. Also, learn how Quantum Machines is working on all aspects of hybrid control of quantum and classical processors to yield practical, real-world application results as qubit counts grow.For more on Quantum Machines, visit www.quantum-machines.co/.Visit Protiviti at www.protiviti.com/postquantum to learn more about how Protiviti is helping organizations get post-quantum ready.         Follow host Konstantinos Karagiannis on Twitter and Instagram: @KonstantHacker and follow Protiviti Technology on LinkedIn and Twitter: @ProtivitiTech.          Contact Konstantinos at konstantinos.karagiannis@protiviti.com.          Questions and comments are welcome!          Theme song by David Schwartz. Copyright 2021.   

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Unpacking the slogan ...

Michael Biercuk, CEO and founder of Q-Ctrl, a company that makes infrastructure software towards making quantum technology useful, is interviewed by Yuval Boger. Michael and Yuval talk about quantum control, a discipline that helps stabilize unstable systems, its application to quantum computers and quantum sensors, Q-Ctrl's educational software, and much more.

Have you ever wondered what to do when you're reading with your kiddo at home and they make a mistake? In this episode, I'm joined by a special guest, Lindsey Norton. Lindsey is a former classroom teacher turned private tutor. She's the owner of Kids Tutoring Online and she's been educating preschoolers-fifth graders since 2014. Lindsey is 100% committed to the Science of Reading and using Orton-Gillingham methods for all students. Lindsey is on pace to become a certified Orton-Gillingham practitioner at the Associate level by May of 2022. Tune in to this episode as we chat about error correction and feedback for students. Lindsey offers four great tips for how to handle this tricky situation. Resources mentioned in this episode: Teaching with Love and Logic by Jim Fay and David Funk Orton-Gillingham Error Technique Corrections Video Phonics International The Jolly Postman by Janet and Allen Ahlberg Nibbles the Book Monster by Emma Yarlett If you'd like more from Lindsey, check out Kids Tutoring Online. You can also follow her on Facebook and Instagram. If you'd like to support this podcast in a small way, you can do so right here. Please know that any support you can offer is so very appreciated! If you want to follow me on social media I can be found at the following links: Facebook, Instagram, and Pinterest Or check out my website at Your Reading Tutor for more reading resources and support! And don't forget to get my FREE Reading Rewards System and get your kids excited about reading today! Music from this podcast was used with permission from Epidemic Sound. --- Support this podcast: https://anchor.fm/thereadingproject/support

Error correction in the language acquisition classroom is one of those topics that always results in divided opinion. So what can the research tell us about it? In this episode we explore the role of error correction in writing, speaking and most importantly on learner motivation. How much is too much? When should we correct students and when should we say nothing? The answers, as always with language acquisition, are not straightforward but are worth looking into. Keep in touch and share widely! Full programme notes are available on www.liamprinter.com/podcast. Follow The Motivated Classroom on Instagram @themotivatedclassroom, Twitter @motclasspodcast and Facebook @themotivatedclassroom. I'd love to know what you think, please get in touch! Join the conversation with the hashtag #MotivatedClassroom. Enjoying the podcast? Leave a review on Apple Podcasts or Facebook. Become a Patron of The Motivated Classroom podcast on patreon.com.

Often in an ABA program, we're teaching kids multiple skills at once. For example, we might be teaching a student to mand for cookie, but we may also be teaching them to identify items, introducing gross motor imitation, and following directions. Students will sometimes engage in multiple responses because they believe that's what you want to see, and that's essentially what scrolling behavior is.It's important to be aware of scrolling and know how to deal with it from the very beginning. Teaching skills "cleanly” is key so the student doesn't run through any other responses from overlapping instruction. Scrolling can be physical or verbal, and kids often scroll because they're looking for whatever will give them reinforcement. As practitioners, whenever we're unclear on reinforcement contingencies, there's a greater chance that scrolling will occur. We cover helpful tips and strategies to prevent and manage scrolling through error correction procedures and transfer trials. To get a copy of our Visual Transfer Trial Cheat Sheet, head to the link below.What's Inside:What is scrolling and what does it look like when you're working with a client?Why kids scroll and the types of scrolling they may exhibit.Strategies to prevent and work through scrolling behaviors.Mentioned In This Episode:HowToABA.com/joinHow to ABA on YouTubeFind us on FacebookFollow us on InstagramVisual Transfer Trial Cheat Sheet

Proverbs 3:11-12 My son, do not despise the chastening of the Lord, nor detest His correction; for whom the Lord loves He corrects, just as a father the son in whom he delights. To support this ministry financially, visit: https://www.oneplace.com/donate/1232/29