数学推理论文趋势 2023–2026

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。

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 81 篇，第 2 / 2 页

51. CVPR 2026REVISOR Beyond Textual Reflection Towards Multimodal Introspective Reasoning in Long-Form
52. CVPR 2026S2-MLLM Boosting Spatial Reasoning Capability of MLLMs for 3D Visual
53. CVPR 2026Saliency-R1 Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment
54. CVPR 2026See Less See Right Bi-directional Perceptual Shaping For Multimodal Reasoning
55. CVPR 2026See What We Cannot See A Geo-guided Reasoning Benchmark for
56. CVPR 2026Seeing Clearly Reasoning Confidently Plug-and-Play Remedies for Vision Language Model
57. CVPR 2026Solving a Nonlinear Blind Inverse Problem for Tagged MRI with
58. CVPR 2026Solving Minimal Problems Without Matrix Inversion Using FFT-Based Interpolation
59. CVPR 2026SpaceMind Camera-Guided Modality Fusion for Spatial Reasoning in Vision-Language Models
60. CVPR 2026SpaceTools Tool-Augmented Spatial Reasoning via Double Interactive RL
61. CVPR 2026Sparse-LaViDa Sparse Multimodal Discrete Diffusion Language Models
62. CVPR 2026SpatiaLQA A Benchmark for Evaluating Spatial Logical Reasoning in Vision-Language
63. CVPR 2026SpatialStack Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning
64. CVPR 2026Stable and Efficient Single-Rollout RL for Multimodal Reasoning
65. CVPR 2026StaR-KVQA Structured Reasoning Traces for Implicit-Knowledge Visual Question Answering
66. CVPR 2026SurgCoT Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought
67. CVPR 2026TableMix Enhancing Multimodal Table Reasoning in MLLMs from a Data-Centric
68. CVPR 2026TerraScope Pixel-Grounded Visual Reasoning for Earth Observation
69. CVPR 2026Think 360deg Beyond Depth Evaluating the Width-centric Reasoning Capability of
70. CVPR 2026Think Visually Reason Textually Vision-Language Synergy in Abstract Reasoning
71. CVPR 2026Think with 3D Geometric Imagination Grounded Spatial Reasoning from Limited
72. CVPR 2026Thinking Diffusion Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal
73. CVPR 2026Towards Efficient Medical Reasoning with Minimal Fine-Tuning Data
74. CVPR 2026Towards Reasoning-Preserving Unlearning in Multimodal Large Language Models
75. CVPR 2026UniMERNet A Universal Network for Real-World Mathematical Expression Recognition
76. CVPR 2026Unlocking Token Rewards via Training-Free Reward Attribution
77. CVPR 2026VideoAuto-R1 Video Auto Reasoning via Thinking Once Answering Twice
78. CVPR 2026ViRC Enhancing Visual Interleaved Mathematical CoT with Reason Chunking
79. CVPR 2026VIRO Robust and Efficient Neuro-Symbolic Reasoning with Verification for Referring
80. CVPR 2026VisRes Bench On Evaluating the Visual Reasoning Capabilities of VLMs
81. CVPR 2026When Visualizing is the First Step to Reasoning MIRA a

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。