推理模型论文趋势 2023–2026

链式推理、测试时计算与显式推理能力

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 3,512 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

推理模型论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
20232715710933470
2024121846343311
202550020315970932
20263616525822041,799

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

全部推理模型论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 932 篇，第 4 / 19 页

  1. ICLR 2025Improving Reasoning Performance in Large Language Models via Representation Engineering
  2. ICLR 2025Inference Scaling for Long-Context Retrieval Augmented Generation
  3. ICLR 2025Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for LLM Problem-Solving
  4. ICLR 2025Interpreting Emergent Planning in Model-Free Reinforcement Learning
  5. ICLR 2025Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist
  6. ICLR 2025KiVA: Kid-inspired Visual Analogies for Testing Large Multimodal Models
  7. ICLR 2025KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks
  8. ICLR 2025Language-Image Models with 3D Understanding
  9. ICLR 2025Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation
  10. ICLR 2025Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation
  11. ICLR 2025Layer Swapping for Zero-Shot Cross-Lingual Transfer in Large Language Models
  12. ICLR 2025Lean-STaR: Learning to Interleave Thinking and Proving
  13. ICLR 2025Learning How Hard to Think: Input-Adaptive Allocation of LM Computation
  14. ICLR 2025Learning the Optimal Stopping for Early Classification within Finite Horizons via Sequential Probability Ratio Test
  15. ICLR 2025Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory
  16. ICLR 2025Lines of Thought in Large Language Models
  17. ICLR 2025LLM-based Typed Hyperresolution for Commonsense Reasoning with Knowledge Bases
  18. ICLR 2025Logically Consistent Language Models via Neuro-Symbolic Integration
  19. ICLR 2025Logicbreaks: A Framework for Understanding Subversion of Rule-based Inference
  20. ICLR 2025MAPS: Advancing Multi-Modal Reasoning in Expert-Level Physical Science
  21. ICLR 2025Matcha: Mitigating Graph Structure Shifts with Test-Time Adaptation
  22. ICLR 2025MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code
  23. ICLR 2025MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs
  24. ICLR 2025MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
  25. ICLR 2025Mechanism and Emergence of Stacked Attention Heads in Multi-Layer Transformers
  26. ICLR 2025metabench - A Sparse Benchmark of Reasoning and Knowledge in Large Language Models
  27. ICLR 2025Mind the Gap: Examining the Self-Improvement Capabilities of Large Language Models
  28. ICLR 2025Mind the GAP: Glimpse-based Active Perception improves generalization and sample efficiency of visual reasoning
  29. ICLR 2025MIND: Math Informed syNthetic Dialogues for Pretraining LLMs
  30. ICLR 2025MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models
  31. ICLR 2025Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality
  32. ICLR 2025Mixture of Parrots: Experts improve memorization more than reasoning
  33. ICLR 2025MLPs Learn In-Context on Regression and Classification Tasks
  34. ICLR 2025MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark
  35. ICLR 2025MMR: A Large-scale Benchmark Dataset for Multi-target and Multi-granularity Reasoning Segmentation
  36. ICLR 2025Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solver
  37. ICLR 2025NL-Eye: Abductive NLI For Images
  38. ICLR 2025Node-Time Conditional Prompt Learning in Dynamic Graphs
  39. ICLR 2025Non-myopic Generation of Language Models for Reasoning and Planning
  40. ICLR 2025Not All Heads Matter: A Head-Level KV Cache Compression Method with Integrated Retrieval and Reasoning
  41. ICLR 2025Number Cookbook: Number Understanding of Language Models and How to Improve It
  42. ICLR 2025NutriBench: A Dataset for Evaluating Large Language Models in Nutrition Estimation from Meal Descriptions
  43. ICLR 2025OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models
  44. ICLR 2025OmnixR: Evaluating Omni-modality Language Models on Reasoning across Modalities
  45. ICLR 2025On the Adversarial Risk of Test Time Adaptation: An Investigation into Realistic Test-Time Data Poisoning
  46. ICLR 2025On the Adversarial Vulnerability of Label-Free Test-Time Adaptation
  47. ICLR 2025On the self-verification limitations of large language models on reasoning and planning tasks
  48. ICLR 2025OSCAR: Operating System Control via State-Aware Reasoning and Re-Planning
  49. ICLR 2025Personality Alignment of Large Language Models
  50. ICLR 2025Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process

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 查推理模型在 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": "reasoning-models"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇推理模型论文？
共 3,512 篇，按年份分别是 2023 年 470 篇、2024 年 311 篇、2025 年 932 篇、2026 年 1,799 篇。
NeurIPS 2026 有多少篇推理模型论文？
NeurIPS 2026 有 361 篇推理模型论文，上一届是 500 篇。
ICLR 2026 有多少篇推理模型论文？
ICLR 2026 有 652 篇推理模型论文，上一届是 203 篇。
ICML 2026 有多少篇推理模型论文？
ICML 2026 有 582 篇推理模型论文，上一届是 159 篇。
CVPR 2026 有多少篇推理模型论文？
CVPR 2026 有 204 篇推理模型论文，上一届是 70 篇。
哪个会议的推理模型论文最多？
NeurIPS，2023–2026 年共 1,253 篇。

「前沿系统」下的其他主题