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Algebraic World Model

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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Nov 1, 2026 · Artificial Intelligence

Algebraic World Model: AI That Discovers Laws Like Newton Through Formal Proof

Tsinghua researchers introduce Algebraic World Model (AWM), a system where AI agents explore environments, form hypotheses as executable code, refine them into algebraic structures, and verify them in Lean 4, achieving 99.9% on ARC-AGI-3 with 43% of human steps and proving impossibility where LLMs hallucinate.

AI ReasoningARC-AGI-3Algebraic World Model
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Algebraic World Model: AI That Discovers Laws Like Newton Through Formal Proof