数学推理论文趋势 2023–2026
定理与解题
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,085 篇被归入该主题的论文。
主要结论
- 数学推理论文从 2023 年的 57 篇增长到 2026 年的 577 篇，三年间扩大到约 10 倍。
- NeurIPS 是发数学推理论文最多的会议，2023–2026 年共 469 篇，占四个会议总量的 43%。
- 交叉方向里涨得最快的是强化学习：同时属于两个主题的论文从 2023 年的 3 篇增至 2026 年的 140 篇。
- 在「神经符号」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的可微推理是 2.5 倍，数学推理是 10 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 19 | 17 | 11 | 10 | 57 |
| 2024 | 52 | 34 | 39 | 12 | 137 |
| 2025 | 190 | 61 | 45 | 18 | 314 |
| 2026 | 208 | 175 | 113 | 81 | 577 |
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 mathematical theory of balancing relational generalization and memorization
- ICML 2026ASyMOB: Algebraic Symbolic Mathematical Operations Benchmark
- ICLR 2026AutoGPS: Automated Geometry Problem Solving via Multimodal Formalization and Deductive Reasoning
- CVPR 2026Affine Perspective-Three-Point Problem
- NeurIPS 2025Are Language Models Efficient Reasoners? A Perspective from Logic Programming
- ICML 2025Autoformulation of Mathematical Optimization Models Using LLMs
- ICLR 2025Advancing Mathematical Reasoning in Language Models: The Impact of Problem-Solving Data, Data Synthesis Methods, and Training Stages
- CVPR 2025Bridging Viewpoint Gaps: Geometric Reasoning Boosts Semantic Correspondence
- NeurIPS 2024A Careful Examination of Large Language Model Performance on Grade School Arithmetic
- ICML 2024Accelerating Legacy Numerical Solvers by Non-intrusive Gradient-based Meta-solving
- ICLR 2024Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization
- CVPR 2024E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator
- NeurIPS 2023Evaluating and Improving Tool-Augmented Computation-Intensive Math Reasoning
- ICML 2023Automated Search for Conjectures on Mathematical Constants using Analysis of Integer Sequences
- ICLR 2023Differentiable Mathematical Programming for Object-Centric Representation Learning
- CVPR 2023Abstract Visual Reasoning: An Algebraic Approach for Solving Raven's Progressive Matrices
- NeurIPS 2026A Mechanistic Analysis of Looped Reasoning Language Models
- ICML 2026Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving
- ICLR 2026CogFlow: Bridging Perception and Reasoning through Knowledge Internalization for Visual Mathematical Problem Solving
- CVPR 2026Hilbert-Geo Solving Solid Geometric Problems by Neural-Symbolic Reasoning
全部数学推理论文
共 287 篇，第 4 / 6 页
- ICLR 2026StreamingThinker: Large Language Models Can Think While Reading
- ICLR 2026SwiReasoning: Switch-Thinking in Latent and Explicit for Pareto-Superior Reasoning LLMs
- ICLR 2026T1: Tool-integrated Verification for Test-time Compute Scaling in Small Language Models
- ICLR 2026TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning
- ICLR 2026The First Impression Problem: Internal Bias Triggers Overthinking in Reasoning Models
- ICLR 2026The Open Proof Corpus: A Large-Scale Study of LLM-Generated Mathematical Proofs
- ICLR 2026THE PATH OF LEAST RESISTANCE: GUIDING LLM REASONING TRAJECTORIES WITH PREFIX CONSENSUS
- ICLR 2026Think in Parallel, Answer as One: Logit Averaging for Open-Ended Reasoning
- ICLR 2026Thinking on the Fly: Test-Time Reasoning Enhancement via Latent Thought Policy Optimization
- ICLR 2026ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
- ICLR 2026Token Hidden Reward: Steering Exploration-Exploitation in Group Relative Deep Reinforcement Learning
- ICLR 2026TokUR: Token-Level Uncertainty Estimation for Large Language Model Reasoning
- ICLR 2026Towards Quantization-Aware Training for Ultra-Low-Bit Reasoning LLMs
- ICLR 2026Towards Safe Reasoning in Large Reasoning Models via Corrective Intervention
- ICLR 2026Tracing the Traces: Latent Temporal Signals for Efficient and Accurate Reasoning
- ICLR 2026Training Large Language Models To Reason In Parallel With Global Forking Tokens
- ICLR 2026Training Large Reasoning Models Efficiently via Progressive Thought Encoding
- ICLR 2026TRIM: Hybrid Inference via Targeted Stepwise Routing in Multi-Step Reasoning Tasks
- ICLR 2026VERINA: Benchmarking Verifiable Code Generation
- ICLR 2026VideoMathQA: Benchmarking Mathematical Reasoning via Multimodal Understanding in Video
- ICLR 2026VisioMath: Benchmarking Figure-based Mathematical Reasoning in LMMs
- ICLR 2026WALT: Web Agents that Learn Tools
- ICLR 2026We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning
- ICLR 2026When Reasoning Meets Compression: Understanding the Effects of LLMs Compression on Large Reasoning Models
- ICLR 2026Where Did This Sentence Come From? Tracing Provenance in LLM Reasoning Distillation
- ICLR 2025Advancing Mathematical Reasoning in Language Models: The Impact of Problem-Solving Data, Data Synthesis Methods, and Training Stages
- ICLR 2025Arithmetic Without Algorithms: Language Models Solve Math with a Bag of Heuristics
- ICLR 2025B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners
- ICLR 2025Can LLMs Solve Longer Math Word Problems Better?
- ICLR 2025CogCoM: A Visual Language Model with Chain-of-Manipulations Reasoning
- ICLR 2025Conformal Language Model Reasoning with Coherent Factuality
- ICLR 2025Distributional Associations vs In-Context Reasoning: A Study of Feed-forward and Attention Layers
- ICLR 2025Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models
- ICLR 2025DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search
- ICLR 2025Dualformer: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces
- ICLR 2025DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
- ICLR 2025From Probability to Counterfactuals: the Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy
- ICLR 2025G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model
- ICLR 2025Generalizing Reasoning Problems to Longer Lengths
- ICLR 2025GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training
- ICLR 2025GReaTer: Gradients Over Reasoning Makes Smaller Language Models Strong Prompt Optimizers
- ICLR 2025GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models
- ICLR 2025HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics
- ICLR 2025Hybrid Regularization Improves Diffusion-based Inverse Problem Solving
- ICLR 2025Improving Complex Reasoning with Dynamic Prompt Corruption: A Soft Prompt Optimization Approach
- ICLR 2025Improving Reasoning Performance in Large Language Models via Representation Engineering
- ICLR 2025INFER: A Neural-symbolic Model For Extrapolation Reasoning on Temporal Knowledge Graph
- ICLR 2025Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for LLM Problem-Solving
- ICLR 2025Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist
- ICLR 2025Layer Swapping for Zero-Shot Cross-Lingual Transfer in Large Language Models
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查数学推理在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "math-reasoning"}
常见问题
- 2023–2026 年四大会议一共有多少篇数学推理论文？
- 共 1,085 篇，按年份分别是 2023 年 57 篇、2024 年 137 篇、2025 年 314 篇、2026 年 577 篇。
- NeurIPS 2026 有多少篇数学推理论文？
- NeurIPS 2026 有 208 篇数学推理论文，上一届是 190 篇。
- ICLR 2026 有多少篇数学推理论文？
- ICLR 2026 有 175 篇数学推理论文，上一届是 61 篇。
- ICML 2026 有多少篇数学推理论文？
- ICML 2026 有 113 篇数学推理论文，上一届是 45 篇。
- CVPR 2026 有多少篇数学推理论文？
- CVPR 2026 有 81 篇数学推理论文，上一届是 18 篇。
- 哪个会议的数学推理论文最多？
- NeurIPS，2023–2026 年共 469 篇。