定理证明论文趋势 2023–2026

主要结论

• 定理证明论文从 2023 年的 3 篇增长到 2026 年的 38 篇，三年间扩大到约 13 倍。
• ICLR 是发定理证明论文最多的会议，2023–2026 年共 32 篇，占四个会议总量的 40%。
• 交叉方向里涨得最快的是数学推理：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 16 篇。
• 在「程序综合」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的形式验证 ML是 3.7 倍，定理证明是 13 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026A Theoretical Framework for Self-Play Theorem Proving Algorithms
• ICML 2026Automated Formal Proofs of Combinatorial Identities via Wilf–Zeilberger Guidance and LLMs
• ICLR 2026LoC-Decomp: LLM Autoformalization via Logical Concept Decomposition and Iterative Feedback Correction
• NeurIPS 20253D-Prover: Diversity Driven Theorem Proving With Determinantal Point Processes
• ICML 2025Position: Trustworthy AI Agents Require the Integration of Large Language Models and Formal Methods
• ICLR 2025Alchemy: Amplifying Theorem-Proving Capability Through Symbolic Mutation
• CVPR 2025Automated Proof of Polynomial Inequalities via Reinforcement Learning
• NeurIPS 2024FVEL: Interactive Formal Verification Environment with Large Language Models via Theorem Proving
• ICML 2024Position: The No Free Lunch Theorem, Kolmogorov Complexity, and the Role of Inductive Biases in Machine Learning
• ICLR 2024A Characterization Theorem for Equivariant Networks with Point-wise Activations
• ICML 2023Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti's Theorem for Markov Chains
• ICLR 2023Formal Mathematics Statement Curriculum Learning
• NeurIPS 2026Compositional Generalization Certificates via the Van Kampen Theorem
• ICML 2026Editable Proof Sketch for Automated Theorem Proving
• ICLR 2026Premise Selection for a Lean Hammer
• NeurIPS 2025Ineq-Comp: Benchmarking Human-Intuitive Compositional Reasoning in Automated Theorem Proving of Inequalities
• ICML 2025ProofAug: Efficient Neural Theorem Proving via Fine-grained Proof Structure Analysis
• ICLR 2025ImProver: Agent-Based Automated Proof Optimization
• NeurIPS 2024Proving Olympiad Algebraic Inequalities without Human Demonstrations
• ICML 2024Subgoal-based Demonstration Learning for Formal Theorem Proving

全部定理证明论文

共 19 篇，第 1 / 1 页

1. ICLR 2024A Characterization Theorem for Equivariant Networks with Point-wise Activations
2. ICLR 2024Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization
3. ICLR 2024LEGO-Prover: Neural Theorem Proving with Growing Libraries
4. ICLR 2024Magnushammer: A Transformer-Based Approach to Premise Selection
5. ICLR 2024Mathematical Justification of Hard Negative Mining via Isometric Approximation Theorem
6. ICLR 2024Proving Test Set Contamination in Black-Box Language Models
7. ICLR 2024REFACTOR: Learning to Extract Theorems from Proofs
8. ICLR 2024Where We Have Arrived in Proving the Emergence of Sparse Interaction Primitives in DNNs
9. ICML 2024One Prompt is not Enough: Automated Construction of a Mixture-of-Expert Prompts
10. ICML 2024Position: The No Free Lunch Theorem, Kolmogorov Complexity, and the Role of Inductive Biases in Machine Learning
11. ICML 2024Subgoal-based Demonstration Learning for Formal Theorem Proving
12. NeurIPS 2024Autoformalize Mathematical Statements by Symbolic Equivalence and Semantic Consistency
13. NeurIPS 2024FVEL: Interactive Formal Verification Environment with Large Language Models via Theorem Proving
14. NeurIPS 2024Lean Workbook: A large-scale Lean problem set formalized from natural language math problems
15. NeurIPS 2024Learning Structure-Aware Representations of Dependent Types
16. NeurIPS 2024Learning to Mitigate Externalities: the Coase Theorem with Hindsight Rationality
17. NeurIPS 2024Proving Olympiad Algebraic Inequalities without Human Demonstrations
18. NeurIPS 2024Proving Theorems Recursively
19. NeurIPS 2024PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical Competition

常见问题

2023–2026 年四大会议一共有多少篇定理证明论文？

共 80 篇，按年份分别是 2023 年 3 篇、2024 年 19 篇、2025 年 20 篇、2026 年 38 篇。

NeurIPS 2026 有多少篇定理证明论文？

NeurIPS 2026 有 6 篇定理证明论文，上一届是 9 篇。

ICLR 2026 有多少篇定理证明论文？

ICLR 2026 有 15 篇定理证明论文，上一届是 7 篇。

ICML 2026 有多少篇定理证明论文？

ICML 2026 有 17 篇定理证明论文，上一届是 3 篇。

CVPR 2025 有多少篇定理证明论文？

CVPR 2025 有 1 篇定理证明论文。

哪个会议的定理证明论文最多？

ICLR，2023–2026 年共 32 篇。