Yann lecun práce conference [Navigating the AI Revolution: Shaping a Decade of Promise and Peril - YouTube]([Navigating the AI Revolution: Shaping a Decade of Promise and Peril - YouTube](https://www.youtube.com/live/pMvQIUhKcZ4?si=5N7vqxTBdVksZFbW)) [AI for Good - YouTube]([AI for Good - YouTube](https://www.youtube.com/@AIforGood)) [The next wave of AI for Good - towards 2030 - YouTube]([The next wave of AI for Good - towards 2030 - YouTube](https://www.youtube.com/watch?v=D6SVoEhM1Ks)) The next wave of AI for Good - towards 2030 Gary Marcus [AGI Revolution: How Businesses, Governments, and Individuals can Prepare - YouTube]([AGI Revolution: How Businesses, Governments, and Individuals can Prepare - YouTube](https://www.youtube.com/watch?v=zwLsnsp7FF4)) AGI Revolution: How Businesses, Governments, and Individuals can Prepare AI safety math podcast [AGI Can Be Safe]([AGI Can Be Safe]([AGI Can Be Safe]([AGI Can Be Safe](https://dataskeptic.com/blog/episodes/2023/agi-can-be-safe)))) [MEGATHREAT: Why AI Is So Dangerous & How It Could Destroy Humanity | Mo Gawdat - YouTube](https://www.youtube.com/watch?v=itY6VWpdECc) MEGATHREAT: Why AI Is So Dangerous & How It Could Destroy Humanity | Mo Gawdat Spontaneous symmetry breaking in diffusion models [Spontaneous symmetry breaking in generative diffusion models - YouTube]([Spontaneous symmetry breaking in generative diffusion models - YouTube](https://youtu.be/IG0NNE9bpWU?si=ASHCcUhplZqZPsOi)) [[2106.10165] The Principles of Deep Learning Theory]([[2106.10165] The Principles of Deep Learning Theory](https://arxiv.org/abs/2106.10165)) Mathematical Principles of Deep Learning Theory [William Merrill: Transformers are Uniform Constant Depth Threshold Circuits - YouTube]([William Merrill: Transformers are Uniform Constant Depth Threshold Circuits - YouTube](https://www.youtube.com/watch?v=WU9RSiTw4R8)) trnsformer interpretability turing complete [Concrete Steps to Get Started in Transformer Mechanistic Interpretability — Neel Nanda]([Concrete Steps to Get Started in Transformer Mechanistic Interpretability — Neel Nanda]([Concrete Steps to Get Started in Transformer Mechanistic Interpretability — Neel Nanda]([Neel Nanda](https://www.neelnanda.io/)mechanistic-interpretability/getting-started))) [Interpretability quickstart resources & tutorials]([Interpretability quickstart resources & tutorials]([Interpretability quickstart resources & tutorials](https://alignmentjam.com/interpretability))) [A Comprehensive Mechanistic Interpretability Explainer & Glossary - Dynalist]([A Comprehensive Mechanistic Interpretability Explainer & Glossary - Dynalist]([A Comprehensive Mechanistic Interpretability Explainer & Glossary - Dynalist](https://dynalist.io/d/n2ZWtnoYHrU1s4vnFSAQ519J))) [A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) - YouTube]([A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) - YouTube]([A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) - YouTube]([A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) - YouTube](https://www.youtube.com/watch?v=ob4vuiqG2Go)))) neel nanda A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) neel nanda A Walkthrough of A Mathematical Framework for Transformer Circuits [A Walkthrough of A Mathematical Framework for Transformer Circuits - YouTube]([A Walkthrough of A Mathematical Framework for Transformer Circuits - YouTube]([A Walkthrough of A Mathematical Framework for Transformer Circuits - YouTube](https://www.youtube.com/watch?v=KV5gbOmHbjU))) [A Walkthrough of Finding Neurons In A Haystack w/ Wes Gurnee Part 1/3 - YouTube]([A Walkthrough of Finding Neurons In A Haystack w/ Wes Gurnee Part 1/3 - YouTube]([A Walkthrough of Finding Neurons In A Haystack w/ Wes Gurnee Part 1/3 - YouTube](https://www.youtube.com/watch?v=r1cfSpVAeqQ))) transformer circuits [Transformer Circuits [rough early thoughts] - YouTube]([Transformer Circuits [rough early thoughts] - YouTube]([Transformer Circuits [rough early thoughts] - YouTube](https://www.youtube.com/playlist?list=PLoyGOS2WIonajhAVqKUgEMNmeq3nEeM51))) [GitHub - jacobhilton/deep_learning_curriculum: Language model alignment-focused deep learning curriculum]([GitHub - jacobhilton/deep_learning_curriculum: Language model alignment-focused deep learning curriculum]([GitHub - jacobhilton/deep_learning_curriculum: Language model alignment-focused deep learning curriculum](https://github.com/jacobhilton/deep_learning_curriculum))) [Microsoft Autogen: A deep dive with Principal Researcher Dr. Chi Wang - YouTube](https://www.youtube.com/watch?v=aJGdt9q7sS0) Microsoft Autogen: A deep dive with Principle Researcher Dr. Chi Wang [CBMM10 Panel: Research on Intelligence in the Age of AI - YouTube]([CBMM10 Panel: Research on Intelligence in the Age of AI - YouTube]([CBMM10 Panel: Research on Intelligence in the Age of AI - YouTube]([CBMM10 Panel: Research on Intelligence in the Age of AI - YouTube]([CBMM10 Panel: Research on Intelligence in the Age of AI - YouTube](https://www.youtube.com/watch?v=Gg-w_n9NJIE))))) Anthropic ChrisOlahonwhatthehellisgoingoninsideneural networks [Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube]([Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube]([Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube]([Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube]([Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube](https://www.youtube.com/watch?v=2Rdp9GvcYOE))))) [What the hell is going on inside neural networks? | Chris Olah - YouTube](https://www.youtube.com/watch?v=k_QVDwhR8FU) [AGI Can Be Safe]([AGI Can Be Safe]([AGI Can Be Safe]([AGI Can Be Safe](https://dataskeptic.com/blog/episodes/2023/agi-can-be-safe)))) Koen Holtman independent ai safety Summary of interpretability anthropic [Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube]([Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube]([Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube]([Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube]([Chris Olah - Looking Inside Neural Networks with Mechanistic Interpretability - YouTube](https://www.youtube.com/watch?v=2Rdp9GvcYOE))))) [Bayesian epistemology - Wikipedia]([Bayesian epistemology - Wikipedia](https://en.wikipedia.org/wiki/Bayesian_epistemology)) Robin Hanson [The Foresight Institute Podcast - Stuart Armstrong & Robin Hanson: Iterate The Game | Gaming the Future Chapter 10](https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5hY2FzdC5jb20vcHVibGljL3Nob3dzLzY1MjdlNGYxZDQwYzk3MDAxMjVmNDJkZQ/episode/QnV6enNwcm91dC0xMTAzMzIzNw?ep=14) [Mind uploading - Wikipedia]([Mind uploading - Wikipedia](https://en.m.wikipedia.org/wiki/Mind_uploading)) [Theo Jaffee - YouTube](https://www.youtube.com/@theojaffee8530/videos) [God Help Us, Let's Try To Understand The Paper On AI Monosemanticity]([God Help Us, Let's Try To Understand The Paper On AI Monosemanticity](https://www.astralcodexten.com/p/god-help-us-lets-try-to-understand)) P=NP [P vs. NP: The Biggest Puzzle in Computer Science - YouTube]([P vs. NP: The Biggest Puzzle in Computer Science - YouTube]([P vs. NP: The Biggest Puzzle in Computer Science - YouTube](https://www.youtube.com/watch?v=pQsdygaYcE4))) [OpenAI Insights and Training Data Shenanigans - 7 'Complicated' Developments + Guest Star - YouTube]([OpenAI Insights and Training Data Shenanigans - 7 'Complicated' Developments + Guest Star - YouTube]([OpenAI Insights and Training Data Shenanigans - 7 'Complicated' Developments + Guest Star - YouTube](https://www.youtube.com/watch?v=NfbTqo3GOtk))) ai explained Patrick Coles thermodynamic AI [Thermodynamic AI and the Fluctuation Frontier | Qiskit Seminar Series with Patrick Coles - YouTube]([Thermodynamic AI and the Fluctuation Frontier | Qiskit Seminar Series with Patrick Coles - YouTube]([Thermodynamic AI and the Fluctuation Frontier | Qiskit Seminar Series with Patrick Coles - YouTube](https://www.youtube.com/watch?v=dd1jURhLR8Y))) Mamba statespaces [Mamba - a replacement for Transformers? - YouTube]([Mamba - a replacement for Transformers? - YouTube](https://youtu.be/ouF-H35atOY?si=oixYX6Bl-pXYTKsH)) [My techno-optimism]([My techno-optimism]([My techno-optimism]([My techno-optimism]([My techno-optimism](https://vitalik.eth.limo/general/2023/11/27/techno_optimism.html))))) Joscha X Friston [Joscha Bach Λ Karl Friston: Ai, Death, Self, God, Consciousness - YouTube]([Joscha Bach Λ Karl Friston: Ai, Death, Self, God, Consciousness - YouTube](https://youtu.be/CcQMYNi9a2w?si=3e6zk-daAD48jI3e)) Zeta Alpha Trends in AI - December 2023 - Gemini, NeurIPS & Trending AI Papers [Zeta Alpha Trends in AI - December 2023 - Gemini, NeurIPS & Trending AI Papers - YouTube]([Zeta Alpha Trends in AI - December 2023 - Gemini, NeurIPS & Trending AI Papers - YouTube]([Zeta Alpha Trends in AI - December 2023 - Gemini, NeurIPS & Trending AI Papers - YouTube](https://www.youtube.com/watch?v=6iLBWEP1Ols))) yannic mamba [Mamba: Linear-Time Sequence Modeling with Selective State Spaces (Paper Explained) - YouTube]([Mamba: Linear-Time Sequence Modeling with Selective State Spaces (Paper Explained) - YouTube]([Mamba: Linear-Time Sequence Modeling with Selective State Spaces (Paper Explained) - YouTube](https://www.youtube.com/watch?v=9dSkvxS2EB0))) [‎Clearer Thinking with Spencer Greenberg: Simulacra levels, moral mazes, and low-hanging fruit (with Zvi Mowshowitz) on Apple Podcasts](https://podcasts.apple.com/us/podcast/clearer-thinking-with-spencer-greenberg/id1535406429?i=1000639301977) AGI people [Reddit - Dive into anything](https://www.reddit.com/r/singularity/)comments/18vawje/singularity_predictions_2024/kfpntso/ [Terrence Deacon Reveals the Hidden Connection: Consciousness & Entropy - YouTube]([Terrence Deacon Reveals the Hidden Connection: Consciousness & Entropy - YouTube](https://www.youtube.com/watch?v=PqZp7MlRC5g)) Terrence Deacon Reveals the Hidden Connection: Consciousness & Entropy by Curt talks about everything [I Talked with Rich Sutton - YouTube]([I Talked with Rich Sutton - YouTube](https://www.youtube.com/watch?v=4feeUJnrrYg)) Rich Sutton AI [William Merrill: Transformers are Uniform Constant Depth Threshold Circuits - YouTube]([William Merrill: Transformers are Uniform Constant Depth Threshold Circuits - YouTube](https://www.youtube.com/watch?v=WU9RSiTw4R8)) transformer interpretability turing complete but can solve only shallow problems [[2106.10165] The Principles of Deep Learning Theory]([[2106.10165] The Principles of Deep Learning Theory](https://arxiv.org/abs/2106.10165)) Mathematical Principles of Deep Learning Theory [A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) - YouTube]([A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) - YouTube]([A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) - YouTube]([A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) - YouTube](https://www.youtube.com/watch?v=ob4vuiqG2Go)))) neel nanda A Walkthrough of Reverse-Engineering Modular Addition: Model Training (Part 1/3) neel nanda A Walkthrough of A Mathematical Framework for Transformer Circuits [A Walkthrough of A Mathematical Framework for Transformer Circuits - YouTube]([A Walkthrough of A Mathematical Framework for Transformer Circuits - YouTube]([A Walkthrough of A Mathematical Framework for Transformer Circuits - YouTube](https://www.youtube.com/watch?v=KV5gbOmHbjU))) neel nanda A Walkthrough of Interpretability in the Wild [A Walkthrough of Interpretability in the Wild Part 1/2: Overview (w/ authors Kevin, Arthur, Alex) - YouTube]([A Walkthrough of Interpretability in the Wild Part 1/2: Overview (w/ authors Kevin, Arthur, Alex) - YouTube](https://www.youtube.com/watch?v=gzwj0jWbvbo)) [A Walkthrough of Finding Neurons In A Haystack w/ Wes Gurnee Part 1/3 - YouTube]([A Walkthrough of Finding Neurons In A Haystack w/ Wes Gurnee Part 1/3 - YouTube]([A Walkthrough of Finding Neurons In A Haystack w/ Wes Gurnee Part 1/3 - YouTube](https://www.youtube.com/watch?v=r1cfSpVAeqQ))) transformer circuits [Transformer Circuits [rough early thoughts] - YouTube]([Transformer Circuits [rough early thoughts] - YouTube]([Transformer Circuits [rough early thoughts] - YouTube](https://www.youtube.com/playlist?list=PLoyGOS2WIonajhAVqKUgEMNmeq3nEeM51))) [Concrete Steps to Get Started in Transformer Mechanistic Interpretability — Neel Nanda]([Concrete Steps to Get Started in Transformer Mechanistic Interpretability — Neel Nanda]([Concrete Steps to Get Started in Transformer Mechanistic Interpretability — Neel Nanda]([Neel Nanda](https://www.neelnanda.io/)mechanistic-interpretability/getting-started))) [Interpretability quickstart resources & tutorials]([Interpretability quickstart resources & tutorials]([Interpretability quickstart resources & tutorials](https://alignmentjam.com/interpretability))) [A Comprehensive Mechanistic Interpretability Explainer & Glossary - Dynalist]([A Comprehensive Mechanistic Interpretability Explainer & Glossary - Dynalist]([A Comprehensive Mechanistic Interpretability Explainer & Glossary - Dynalist](https://dynalist.io/d/n2ZWtnoYHrU1s4vnFSAQ519J))) i believe AGI benefiting all humanity, or this for example is feasible [How to Eradicate Global Extreme Poverty - YouTube]([How to Eradicate Global Extreme Poverty - YouTube](https://www.youtube.com/watch?v=2DUlYQTrsOs)) [What are the most pressing world problems?]([What are the most pressing world problems?]([What are the most pressing world problems?]([What are the most pressing world problems?](https://80000hours.org/problem-profiles/)))) AI risks, safeguaring pandemics, preventing nuclear war, climate change, coordination,... [Human-like systematic generalization through a meta-learning neural network | Nature]([Human-like systematic generalization through a meta-learning neural network | Nature]([Human-like systematic generalization through a meta-learning neural network | Nature]([Human-like systematic generalization through a meta-learning neural network | Nature]([Human-like systematic generalization through a meta-learning neural network | Nature](https://www.nature.com/articles/s41586-023-06668-3))))) Human-like systematic generalization through a meta-learning neural network [[2310.11511] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection]([[2310.11511] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection]([[2310.11511] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection]([[2310.11511] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection](https://arxiv.org/abs/2310.11511)))) Hmm this looks good, but includes almost nothing on Transformers [[2310.20360] Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory]([[2310.20360] Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory](https://arxiv.org/abs/2310.20360)) Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory [GitHub - jacobhilton/deep_learning_curriculum: Language model alignment-focused deep learning curriculum]([GitHub - jacobhilton/deep_learning_curriculum: Language model alignment-focused deep learning curriculum]([GitHub - jacobhilton/deep_learning_curriculum: Language model alignment-focused deep learning curriculum](https://github.com/jacobhilton/deep_learning_curriculum))) SotA commercial neurotech: [Cody Rall MD with Techforpsych - YouTube]([Cody Rall MD with Techforpsych - YouTube](https://www.youtube.com/@CodyRallMD/videos)) [Meta-learning (computer science) - Wikipedia]([Meta-learning (computer science) - Wikipedia]([Meta-learning (computer science) - Wikipedia]([Meta-learning (computer science) - Wikipedia]([Meta-learning (computer science) - Wikipedia](https://en.wikipedia.org/wiki/Meta-learning_(computer_science)))))) [[2310.11511] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection]([[2310.11511] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection]([[2310.11511] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection]([[2310.11511] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection](https://arxiv.org/abs/2310.11511)))) [[2310.00898] Enable Language Models to Implicitly Learn Self-Improvement From Data](https://arxiv.org/abs/2310.00898) [Scaling Laws from the Data Manifold Dimension]([Scaling Laws from the Data Manifold Dimension]([Scaling Laws from the Data Manifold Dimension]([Scaling Laws from the Data Manifold Dimension](https://jmlr.org/papers/v23/20-1111.html)))) Scaling Laws from the Data Fractal Manifold Dimension [[2311.11829] System 2 Attention (is something you might need too)]([[2311.11829] System 2 Attention (is something you might need too)](https://arxiv.org/abs/2311.11829)) System 2 Attention (is something you might need too) Model of language brain https://twitter.com/ElliotMurphy91/status/1727035142626312400?t=7qdTcV [AI for Good - YouTube]([AI for Good - YouTube](https://www.youtube.com/@AIforGood)) [The next wave of AI for Good - towards 2030 - YouTube]([The next wave of AI for Good - towards 2030 - YouTube](https://www.youtube.com/watch?v=D6SVoEhM1Ks)) The next wave of AI for Good - towards 2030 Gary Marcus [AGI Revolution: How Businesses, Governments, and Individuals can Prepare - YouTube]([AGI Revolution: How Businesses, Governments, and Individuals can Prepare - YouTube](https://www.youtube.com/watch?v=zwLsnsp7FF4)) AGI Revolution: How Businesses, Governments, and Individuals can Prepare Resonance model of consciousness https://www.frontiersin.org/articles/10.3389/fnhum.2019.00378/full [The Simplest Thing - YouTube]([The Simplest Thing - YouTube]([The Simplest Thing - YouTube](https://www.youtube.com/live/_HG02hDl5R0))?si=w0lpvgx7SALgxEcn) [KARL FRISTON - INTELLIGENCE 3.0 - YouTube]([KARL FRISTON - INTELLIGENCE 3.0 - YouTube](https://youtu.be/V_VXOdf1NMw)?si=8oqS9xeJKpxpbT42) Is killing the biggest extremists and then acting from kindness and peace to the rest to escape the life for life feedback loop the solution to wars? [Elon Musk: War, AI, Aliens, Politics, Physics, Video Games, and Humanity | Lex Fridman Podcast #400 - YouTube]([Elon Musk: War, AI, Aliens, Politics, Physics, Video Games, and Humanity | Lex Fridman Podcast #400 - YouTube](https://youtu.be/JN3KPFbWCy8?si=rYrjG8oEalBX22zo)) The wars happening right now, or WW2, are pretty small in compasion to lots of other past wars, like internal chinese wars [Elon Musk: War, AI, Aliens, Politics, Physics, Video Games, and Humanity | Lex Fridman Podcast #400 - YouTube]([Elon Musk: War, AI, Aliens, Politics, Physics, Video Games, and Humanity | Lex Fridman Podcast #400 - YouTube](https://youtu.be/JN3KPFbWCy8?si=rYrjG8oEalBX22zo)) Screen of consciousness is not fundamental [The Screen of Consciousness is Not Fundamental - YouTube](https://youtu.be/-fTtcOZdsy4?si=LjEWfc6405Tae4oF) [David Deutsch - AI, America, Fun, & Bayes - YouTube]([David Deutsch - AI, America, Fun, & Bayes - YouTube]([David Deutsch - AI, America, Fun, & Bayes - YouTube](https://www.youtube.com/watch?v=EVwjofV5TgU))) 37:00 Shlow brain hypothesis [How deep is the brain? The shallow brain hypothesis | Nature Reviews Neuroscience]([How deep is the brain? The shallow brain hypothesis | Nature Reviews Neuroscience](https://www.nature.com/articles/s41583-023-00756-z))