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What are the Right Symmetries for Formal Theorem Proving?
探讨形式定理证明中对称性的选择，为自动推理提供新视角。
arXiv:2605.22257v1 Announce Type: cross Abstract: Formal theorem provers based on large language models (LLMs) are highly sensitive to superficial var…
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ImProver: Agent-Based Automated Proof Optimization
基于智能体的自动证明优化框架，提升数学证明的简洁性与可读性，ICLR 2025 顶会论文。
arXiv:2410.04753v2 Announce Type: replace-cross Abstract: Large language models (LLMs) have been used to generate formal proofs of mathematical theore…
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LongCat-Flash-Prover：AI 攻克数学定理证明，不仅要“算得对”，更要“证得严”
美团开源LongCat-Flash-Prover，AI数学定理证明新SOTA，MiniF2F通过率97.1%
在常规的数学解题中，模型只需要“答对最终数值”即可，但数学定理证明不同，它要求极度严苛的逻辑链条，任何一句自然语言的模棱两可，都可能导致整个证明的崩塌。那么，如何让 AI 从“猜答案”走向“严谨证明”，成为复杂推理具有挑战的课题。为了解答这个问题，我们开源了专门用于数学形式化与定理证明的模型 —— …
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LeanSearch v2: Global Premise Retrieval for Lean 4 Theorem Proving
LeanSearch v2提出全局前提检索，一次性找出Lean 4定理所需全部引理，突破现有单步或语义匹配局限。
arXiv:2605.13137v2 Announce Type: replace-cross Abstract: Proving theorems in Lean 4 often requires identifying a scattered set of library lemmas whos…
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Lean Meets Theoretical Computer Science: Scalable Synthesis of Theorem Proving Challenges in Formal-Informal Pairs
结合Lean与理论计算机科学，可规模生成形式-非形式配对的定理证明挑战，助力AI数学推理研究。
arXiv:2508.15878v2 Announce Type: replace-cross Abstract: Formal theorem proving (FTP) has emerged as a critical foundation for evaluating the reasoni…
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A Minimal Agent for Automated Theorem Proving
提出最小化agent基线，系统对比AI定理证明器架构，核心特性包括迭代改进、库搜索与上下文管理。
arXiv:2602.24273v3 Announce Type: replace Abstract: We propose a minimal agentic baseline that enables systematic comparison across different AI-based…