Projects - Textbook from the Future
Vision Projects Join Us FAQ Projects A. Learning, Inference, Interpretability Simplicity and Degeneracy Universal Predictors Causality Abstractions and Coarse-graining Lossy Compression and Sparse Coding Computational Mechanics Singular Learning Theory Algorithmic Statistics Heuristic Arguments ReLU Neural Networks and Polyhedral Geometry Gradient Flow and Morse Theory Training Dynamics (SGD) Free Energy and Conductance Fokker–Planck Renormalization and Interpretability B. Agency Rational Beliefs Irrational Beliefs Rational Preferences Irrational Preferences Sub- and Superagents Universal Agents Embedded Agency and Decision Theory Boundaries and Interfaces From Atoms to Agents Selection Theorems Bellman Operators and Reinforcement Learning Non‑Episodic Learning and Metacognition C. Alignment Backdoors and Interpretability Reward and Value Learning Social Choice and Voting Sex, Drugs and Goal Misgeneralization Deception and Doom Control and Cybernetics Debate and Scalable Oversight Tili