[The brain may learn about the world the same way some computational models do | MIT News | Massachusetts Institute of Technology]([The brain may learn about the world the same way some computational models do | MIT News | Massachusetts Institute of Technology]([The brain may learn about the world the same way some computational models do | MIT News | Massachusetts Institute of Technology](https://news.mit.edu/2023/brain-self-supervised-computational-models-1030))) Two studies find “self-supervised” models, which learn about their environment from unlabeled data, can show activity patterns similar to those of the mammalian brain. multimodal robots [RoboVQA: Multimodal Long-Horizon Reasoning for Robotics]([RoboVQA: Multimodal Long-Horizon Reasoning for Robotics](https://robovqa.github.io/)) power of snythetic data for training [[2311.01455] RoboGen: Towards Unleashing Infinite Data for Automated Robot Learning via Generative Simulation]([[2311.01455] RoboGen: Towards Unleashing Infinite Data for Automated Robot Learning via Generative Simulation](https://arxiv.org/abs/2311.01455)) [[2310.17796] ControlLLM: Augment Language Models with Tools by Searching on Graphs]([[2310.17796] ControlLLM: Augment Language Models with Tools by Searching on Graphs](https://arxiv.org/abs/2310.17796)) ControlLLM: Augment Language Models with Tools by Searching on Graphs LLM binding problem [[2310.17191] How do Language Models Bind Entities in Context?]([[2310.17191] How do Language Models Bind Entities in Context?](https://arxiv.org/abs//2310.17191)) [Alexander Kruel]([Alexander Kruel]([Alexander Kruel](https://www.facebook.com/xixidu))) Thermodynamic artificial intelligence computer [The Normal Blog - A First Demonstration of Thermodynamic Matrix Inversion]([The Normal Blog - A First Demonstration of Thermodynamic Matrix Inversion]([The Normal Blog - A First Demonstration of Thermodynamic Matrix Inversion](https://blog.normalcomputing.ai/posts/2023-11-09-thermodynamic-inversion/thermo-inversion.html))) https://twitter.com/ColesThermoAI/status/1625368583789334528 [Quantum mechanics - RationalWiki]([RationalWiki]([RationalWiki](https://rationalwiki.org))/wiki/Quantum_mechanics) [RationalWiki]([RationalWiki]([RationalWiki](https://rationalwiki.org))/wiki/Main_Page) pages from [RationalWiki]([RationalWiki](https://rationalwiki.org)) quantum fluctations being the source of free energy is interesting train of thought but sadly doesnt work yea [RationalWiki]([RationalWiki](https://rationalwiki.org))/wiki/Free_energy_(pseudoscience) [RationalWiki]([RationalWiki](https://rationalwiki.org))/wiki/Zero-point_energy [/sci/ Wiki | Fandom]([/sci/ Wiki | Fandom]([/sci/ Wiki | Fandom](https://4chan-science.fandom.com/wiki//sci/_Wiki))) RationalAnimations uploading a mind [How to Upload a Mind (In Three Not-So-Easy Steps) - YouTube]([How to Upload a Mind (In Three Not-So-Easy Steps) - YouTube](https://www.youtube.com/watch?v=LwBVR68z-fg)) if we can abstract most of functional behavior of a human brain into ANNs, we could run a whole brain emulation in about 10 years on the biggest supercomputer if exponential growth of computing power continues [Reinforcement learning - Wikipedia]([Reinforcement learning - Wikipedia]([Reinforcement learning - Wikipedia](https://en.wikipedia.org/wiki/Reinforcement_learning))) [Deep learning - Wikipedia]([Deep learning - Wikipedia](https://en.wikipedia.org/wiki/Deep_learning)) [Psi-theory - Wikipedia]([Psi-theory - Wikipedia](https://en.wikipedia.org/wiki/Psi-theory)) [Conceptual blending - Wikipedia]([Conceptual blending - Wikipedia](https://en.wikipedia.org/wiki/Conceptual_blending)) [Hopfield network - Wikipedia]([Hopfield network - Wikipedia](https://en.wikipedia.org/wiki/Hopfield_network)) [Spreading activation - Wikipedia]([Spreading activation - Wikipedia](https://en.wikipedia.org/wiki/Spreading_activation)) [Natural language generation - Wikipedia]([Natural language generation - Wikipedia](https://en.wikipedia.org/wiki/Natural_language_generation)) [Conceptual graph - Wikipedia]([Conceptual graph - Wikipedia](https://en.wikipedia.org/wiki/Conceptual_graph)) [Meaning–text theory - Wikipedia]([Meaning–text theory - Wikipedia](https://en.wikipedia.org/wiki/Meaning–text_theory)) [Thematic relation - Wikipedia]([Thematic relation - Wikipedia](https://en.wikipedia.org/wiki/Thematic_relation)) [Argument (linguistics) - Wikipedia]([Argument (linguistics) - Wikipedia](https://en.wikipedia.org/wiki/Argument_(linguistics))) [Dependency grammar - Wikipedia]([Dependency grammar - Wikipedia](https://en.wikipedia.org/wiki/Dependency_grammar)) [Boolean satisfiability problem - Wikipedia]([Boolean satisfiability problem - Wikipedia](https://en.wikipedia.org/wiki/Boolean_satisfiability_problem)) [DPLL algorithm - Wikipedia]([DPLL algorithm - Wikipedia](https://en.wikipedia.org/wiki/DPLL_algorithm)) [Subgraph isomorphism problem - Wikipedia]([Subgraph isomorphism problem - Wikipedia](https://en.wikipedia.org/wiki/Subgraph_isomorphism_problem)) [Satisfiability - Wikipedia]([Satisfiability - Wikipedia](https://en.wikipedia.org/wiki/Satisfiability)) [Pattern matching - Wikipedia]([Pattern matching - Wikipedia](https://en.wikipedia.org/wiki/Pattern_matching)) [SPARQL - Wikipedia]([SPARQL - Wikipedia](https://en.wikipedia.org/wiki/SPARQL)) [Genetic programming - Wikipedia]([Genetic programming - Wikipedia](https://en.wikipedia.org/wiki/Genetic_programming)) [Backward chaining - Wikipedia]([Backward chaining - Wikipedia](https://en.wikipedia.org/wiki/Backward_chaining)) [Forward chaining - Wikipedia]([Forward chaining - Wikipedia](https://en.wikipedia.org/wiki/Forward_chaining)) [Inference - Wikipedia]([Inference - Wikipedia](https://en.wikipedia.org/wiki/Inference)) [Theory (mathematical logic) - Wikipedia]([Theory (mathematical logic) - Wikipedia](https://en.wikipedia.org/wiki/Theory_(mathematical_logic))) [Hidden Markov model - Wikipedia]([Hidden Markov model - Wikipedia](https://en.wikipedia.org/wiki/Hidden_Markov_model)) [Markov logic network - Wikipedia]([Markov logic network - Wikipedia](https://en.wikipedia.org/wiki/Markov_logic_network)) [Bayesian network - Wikipedia]([Bayesian network - Wikipedia](https://en.wikipedia.org/wiki/Bayesian_network)) [Cyc - Wikipedia]([Cyc - Wikipedia](https://en.wikipedia.org/wiki/Cyc)) [Datalog - Wikipedia]([Datalog - Wikipedia](https://en.wikipedia.org/wiki/Datalog)) [Type theory - Wikipedia]([Type theory - Wikipedia](https://en.wikipedia.org/wiki/Type_theory)) [Graph database - Wikipedia]([Graph database - Wikipedia](https://en.wikipedia.org/wiki/Graph_database)) [Relphormer: Relational Graph Transformer for Knowledge Graph Representations | Papers With Code]([Relphormer: Relational Graph Transformer for Knowledge Graph Representations | Papers With Code]([Relphormer: Relational Graph Transformer for Knowledge Graph Representations | Papers With Code](https://paperswithcode.com/paper/relphormer-relational-graph-transformer-for))) Human-like systematic generalization through a meta-learning neural network [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))))) NNs optimizing for compositionality achieving both systematicity and flexibility [Neel Nanda](https://www.neelnanda.io/)mechanistic-interpretability [Mechanistic Interpretability Explainable AI | AIGuys]([Mechanistic Interpretability Explainable AI | AIGuys](https://medium.com/aiguys/decoding-ai-blackbox-mechanistic-interpretability-b64de4cbac91)) [[1210.8447] Nothing happens in the Universe of the Everett Interpretation]([[1210.8447] Nothing happens in the Universe of the Everett Interpretation]([[1210.8447] Nothing happens in the Universe of the Everett Interpretation]([[1210.8447] Nothing happens in the Universe of the Everett Interpretation]([[1210.8447] Nothing happens in the Universe of the Everett Interpretation]([[1210.8447] Nothing happens in the Universe of the Everett Interpretation]([[1210.8447] Nothing happens in the Universe of the Everett Interpretation]([[1210.8447] Nothing happens in the Universe of the Everett Interpretation](https://arxiv.org/abs/1210.8447)))))))) [One-electron universe - Wikipedia]([One-electron universe - Wikipedia]([One-electron universe - Wikipedia](https://en.wikipedia.org/wiki/One-electron_universe))) [Electromagnetic theories of consciousness - Wikipedia]([Electromagnetic theories of consciousness - Wikipedia]([Electromagnetic theories of consciousness - Wikipedia](https://en.wikipedia.org/wiki/Electromagnetic_theories_of_consciousness))) [Why Relativity Breaks the Schrodinger Equation - YouTube]([Why Relativity Breaks the Schrodinger Equation - YouTube](https://youtu.be/8Iu74b5iCuQ?si=PCW8DhGBJEeBS3O6)) Why Relativity Breaks the Schrodinger Equation gravitons are interesting idea, i wish it wouldnt impossible with any physically reasonable detector, at least we can measure gravitational waves that can give us some properties about them [Graviton - Wikipedia]([Graviton - Wikipedia](https://en.m.wikipedia.org/wiki/Graviton)) There might be ways to test quantum gravity [The five most promising ways to quantize gravity - YouTube]([The five most promising ways to quantize gravity - YouTube](https://youtu.be/5foUTeRdqII?si=v3mHnY_vbSaBMCsY)) [How To Test Quantum Gravity - YouTube]([How To Test Quantum Gravity - YouTube](https://youtu.be/HKtFU2Pxnm0?si=XpAhqz36VjDMhcL5)) [Imgur: The magic of the Internet]([Imgur: The magic of the Internet](https://imgur.com/k9uG9Cq)) Brain and its functions in one image AI for survelence [Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube](https://www.youtube.com/watch?v=_Oo-m893-xA)))))) [The World Is Running Out of Data to Feed AI, Experts Warn : ScienceAlert]([The World Is Running Out of Data to Feed AI, Experts Warn : ScienceAlert](https://www.sciencealert.com/the-world-is-running-out-of-data-to-feed-ai-experts-warn)) synthetic data to the rescue, and next optimizations in LLMs will probably be to do more with less data, getting closer in performance to how the human brain works Risks will always exist, its about minimizing them in the aggregate. If we dont develop AGSI soon, there might be higher probability of getting killed by other factors, like nukes, biorisk, nanotech risk, climate change, natural causes, or getting into opressive dystopia or chaotic breakdown full of tribal wars, with radical social, economic, technological or intelligence inequality, which itself might even be accelerated by AI, but all tools are dual use aka omni use, it might also be the other way around if we direct it correctly into a future where all sentient beings, maybe even beyond humans, flourish in wellness! [Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube]([Nick Bostrom: How AI will lead to tyranny - YouTube](https://www.youtube.com/watch?v=_Oo-m893-xA)))))) [Free-Wheeling Hallucinations | Qualia Computing]([Free-Wheeling Hallucinations | Qualia Computing](https://qualiacomputing.com/2019/01/06/free-wheeling-hallucinations/)) [Active Dreaming is More Powerful than Meditation and Safer than Psychedelics]([Active Dreaming is More Powerful than Meditation and Safer than Psychedelics]([Active Dreaming is More Powerful than Meditation and Safer than Psychedelics]([Active Dreaming is More Powerful than Meditation and Safer than Psychedelics]([Active Dreaming is More Powerful than Meditation and Safer than Psychedelics]([Active Dreaming is More Powerful than Meditation and Safer than Psychedelics]([Active Dreaming is More Powerful than Meditation and Safer than Psychedelics]([Active Dreaming is More Powerful than Meditation and Safer than Psychedelics]([Active Dreaming is More Powerful than Meditation and Safer than Psychedelics](https://superbowl.substack.com/p/dreaming-is-better-than-meditation))))))))) [ChatGPT]([ChatGPT](https://chat.openai.com/share/008d6501-5eab-4655-964d-a9e8dea7058d)) [Outline of machine learning - Wikipedia]([Outline of machine learning - Wikipedia](https://en.m.wikipedia.org/wiki/Outline_of_machine_learning#Machine_learning_algorithms)) [Category:Machine learning algorithms - Wikipedia]([Category:Machine learning algorithms - Wikipedia](https://en.m.wikipedia.org/wiki/Category:Machine_learning_algorithms)) [ChatGPT]([ChatGPT](https://chat.openai.com/share/07376f56-b187-4185-b2c4-40a28a73a116)) [A comprehensive list of machine learning algorithms - Artificial Intelligence Stack Exchange]([A comprehensive list of machine learning algorithms - Artificial Intelligence Stack Exchange](https://ai.stackexchange.com/questions/38093/a-comprehensive-list-of-machine-learning-algorithms)) This guided meditation is lovely, the mind feels like calm paradise now after everything that wanted to express expressed itself 💞 May you fullfill your dreams! [The Simplest Thing - YouTube]([The Simplest Thing - YouTube](https://www.youtube.com/live/_HG02hDl5R0)) [Haag's theorem - Wikipedia]([Haag's theorem - Wikipedia]([Haag's theorem - Wikipedia](https://en.wikipedia.org/wiki/Haag%27s_theorem))) "Haag's theorem shows that the interaction picture is always inconsistent, everyone must agree that as a piece of mathematics Haag’s theorem is a valid result that at least appears to call into question the mathematical foundation of interacting quantum field theory, and agree that at the same time the theory has proved astonishingly successful in application to experimental results." [quantum field theory in nLab]([quantum field theory in nLab]([quantum field theory in nLab]([quantum field theory in nLab]([quantum field theory in nLab]([quantum field theory in nLab]([quantum field theory in nLab](https://ncatlab.org/nlab/show/quantum+field+theory))))))) [geometry of physics in nLab]([geometry of physics in nLab]([geometry of physics in nLab]([geometry of physics in nLab]([geometry of physics in nLab](https://ncatlab.org/nlab/show/geometry+of+physics))))) LLMs making bioweapons might be so far only just better than what one can do with a search engine, which might change with autonomous agents, but having a lab for it is still a big obstacle [[2304.05376] ChemCrow: Augmenting large-language models with chemistry tools]([[2304.05376] ChemCrow: Augmenting large-language models with chemistry tools](https://arxiv.org/abs/2304.05376)) "Our agent autonomously planned and executed the syntheses of an insect repellent, three organocatalysts, and guided the discovery of a novel chromophore." History [History of the World Countryballs - YouTube]([History of the World Countryballs - YouTube](https://youtu.be/JJpr8m3Kmhk))?si=BxLO95VKZ1Pva-zw [The History of the World: Every Year - YouTube]([The History of the World: Every Year - YouTube](https://youtu.be/-6Wu0Q7x5D0))?si=xHLoD8Wz3w67HZKT [FUTURE OF WORLD: 2023-10 000 - YouTube]([FUTURE OF WORLD: 2023-10 000 - YouTube](https://youtu.be/930mr7AQNAo))?si=6Pl1DBPUaSVDiUxI [Ultimate Alternate Future Of The World [Perfected] Map 2020 - 20001 究極版・空想世界未来地図 REUPLOADED IN 2022 - YouTube]([Ultimate Alternate Future Of The World [Perfected] Map 2020 - 20001 究極版・空想世界未来地図 REUPLOADED IN 2022 - YouTube](https://youtu.be/ocV2QInXUxw))?si=tgzvd0-lYHr3JsNl [[2311.00212] A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning]([[2311.00212] A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning](https://arxiv.org/abs/2311.00212)) A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning [The ChatGPT list of lists: A collection of 3000+ prompts, examples, use-cases, tools, APIs, extensions, fails and other resources. | by Maximilian Vogel | MLearning.ai | Medium](https://medium.com/mlearning-ai/the-chatgpt-list-of-lists-a-collection-of-1500-useful-mind-blowing-and-strange-use-cases-8b14c35eb) Fundamental equations [7 Equations That Explain Everything | Equations and formulas can look incomprehensible and intimidating. But the things they describe are vital to every one of us. Let’s try to understand the... | By Sunday Roast](https://fb.watch/o6LnmbxGKU/) Shannon's information equation, [Friedmann equations - Wikipedia](https://en.m.wikipedia.org/wiki/Friedmann_equations) gravitation MULTI AGENT LEARNING - LANCELOT DA COSTA [MULTI AGENT LEARNING - LANCELOT DA COSTA - YouTube]([MULTI AGENT LEARNING - LANCELOT DA COSTA - YouTube]([MULTI AGENT LEARNING - LANCELOT DA COSTA - YouTube](https://www.youtube.com/watch?v=qxEfcrmTWO4))) Feynman lectures on physics [Richard Feynman was a brilliant... - Physics In History](https://www.facebook.com/physicsinhistory/posts/pfbid0cwk3pGHGfifvKcMy6HNrtyFMLYBgXQ49jmaLVcHC41CZGZvntq1MKgoYtz2zGXxBl) To get AGI, core knowledge, such as object permanence, to constrain the space of world models, should be implemented as hardcoded priors [MULTI AGENT LEARNING - LANCELOT DA COSTA - YouTube]([MULTI AGENT LEARNING - LANCELOT DA COSTA - YouTube]([MULTI AGENT LEARNING - LANCELOT DA COSTA - YouTube](https://www.youtube.com/watch?v=qxEfcrmTWO4))) https://www.harvardlds.org/wp-content/uploads/2017/01/SpelkeKinzler07-1.pdf [[2305.18354] LLMs and the Abstraction and Reasoning Corpus: Successes, Failures, and the Importance of Object-based Representations](https://arxiv.org/abs/2305.18354) [[2310.01405] Representation Engineering: A Top-Down Approach to AI Transparency]([[2310.01405] Representation Engineering: A Top-Down Approach to AI Transparency](https://arxiv.org/abs/2310.01405)) Fatser no leaking data in finetuned open source models [Gradient: AI Cloud for Your Enterprise](https://gradient.ai/) Monosemanticity mechanistic interpretability [AI Mechanistic Interpretability Explained [Anthropic Research] - YouTube]([AI Mechanistic Interpretability Explained [Anthropic Research] - YouTube](https://www.youtube.com/watch?v=Mhp8vpOksWw)) [STEPHEN WOLFRAM + KARL FRISTON - OBSERVERS [SPECIAL EDITION] - YouTube]([STEPHEN WOLFRAM + KARL FRISTON - OBSERVERS [SPECIAL EDITION] - YouTube]([STEPHEN WOLFRAM + KARL FRISTON - OBSERVERS [SPECIAL EDITION] - YouTube](https://youtu.be/6iaT-0Dvhnc?si=Hj_0xJ3Dk8dVYN2T))) What distinguishes information processing in rocks from animals, and animals from humans? degree of causal agency, hiearchical processing, spaciotemporal counterfactual planning, complexity, integrated information [STEPHEN WOLFRAM + KARL FRISTON - OBSERVERS [SPECIAL EDITION] - YouTube]([STEPHEN WOLFRAM + KARL FRISTON - OBSERVERS [SPECIAL EDITION] - YouTube]([STEPHEN WOLFRAM + KARL FRISTON - OBSERVERS [SPECIAL EDITION] - YouTube](https://youtu.be/6iaT-0Dvhnc?si=Hj_0xJ3Dk8dVYN2T))) Yan lecunn more humanilike AI architecture [The first AI model based on Yann LeCun’s vision for more human-like AI]([The first AI model based on Yann LeCun’s vision for more human-like AI](https://ai.meta.com/blog/yann-lecun-ai-model-i-jepa/)) https://openreview.net/pdf?id=BZ5a1r-kVsf [JEPA - A Path Towards Autonomous Machine Intelligence (Paper Explained) - YouTube]([JEPA - A Path Towards Autonomous Machine Intelligence (Paper Explained) - YouTube](https://www.youtube.com/watch?v=jSdHmImyUjk))