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 3,512 篇，第 47 / 71 页

  1. NeurIPS 2025Caption This, Reason That: VLMs Caught in the Middle
  2. NeurIPS 2025Causal Sufficiency and Necessity Improves Chain-of-Thought Reasoning
  3. NeurIPS 2025Causal-R: A Causal-Reasoning Geometry Problem Solver for Optimized Solution Exploration
  4. NeurIPS 2025CGBench: Benchmarking Language Model Scientific Reasoning for Clinical Genetics Research
  5. NeurIPS 2025Chain of Execution Supervision Promotes General Reasoning in Large Language Models
  6. NeurIPS 2025Chain-of-Action: Trajectory Autoregressive Modeling for Robotic Manipulation
  7. NeurIPS 2025Chain-of-Retrieval Augmented Generation
  8. NeurIPS 2025ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models
  9. NeurIPS 2025ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding
  10. NeurIPS 2025ChatVLA-2: Vision-Language-Action Model with Open-World Reasoning
  11. NeurIPS 2025Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search
  12. NeurIPS 2025CIDD: Collaborative Intelligence for Structure-Based Drug Design Empowered by LLMs
  13. NeurIPS 2025Class-aware Domain Knowledge Fusion and Fission for Continual Test-Time Adaptation
  14. NeurIPS 2025CLAWS:Creativity detection for LLM-generated solutions using Attention Window of Sections
  15. NeurIPS 2025Co-PatcheR: Collaborative Software Patching with Component-specific Small Reasoning Models
  16. NeurIPS 2025CoC-VLA: Delving into Adversarial Domain Transfer for Explainable Autonomous Driving via Chain-of-Causality Visual-Language-Action Model
  17. NeurIPS 2025CodeCrash: Exposing LLM Fragility to Misleading Natural Language in Code Reasoning
  18. NeurIPS 2025CodeMerge: Codebook-Guided Model Merging for Robust Test-Time Adaptation in Autonomous Driving
  19. NeurIPS 2025CoFFT: Chain of Foresight-Focus Thought for Visual Language Models
  20. NeurIPS 2025Cognitive Mirrors: Exploring the Diverse Functional Roles of Attention Heads in LLM Reasoning
  21. NeurIPS 2025Collaborative Reasoner: Self-Improving Social Agents with Synthetic Conversations
  22. NeurIPS 2025Composing Global Solutions to Reasoning Tasks via Algebraic Objects in Neural Nets
  23. NeurIPS 2025Compositional Neural Network Verification via Assume-Guarantee Reasoning
  24. NeurIPS 2025Compositional Reasoning with Transformers, RNNs, and Chain of Thought
  25. NeurIPS 2025Conformal Information Pursuit for Interactively Guiding Large Language Models
  26. NeurIPS 2025Contextual Integrity in LLMs via Reasoning and Reinforcement Learning
  27. NeurIPS 2025Continuous Thought Machines
  28. NeurIPS 2025Contrastive Representations for Temporal Reasoning
  29. NeurIPS 2025Controlling Thinking Speed in Reasoning Models
  30. NeurIPS 2025CoRe: Benchmarking LLMs’ Code Reasoning Capabilities through Static Analysis Tasks
  31. NeurIPS 2025CoT Information: Improved Sample Complexity under Chain-of-Thought Supervision
  32. NeurIPS 2025CoT Red-Handed: Stress Testing Chain-of-Thought Monitoring
  33. NeurIPS 2025Counterfactual Reasoning for Steerable Pluralistic Value Alignment of Large Language Models
  34. NeurIPS 2025Counterfactual reasoning: an analysis of in-context emergence
  35. NeurIPS 2025CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models
  36. NeurIPS 2025Creativity or Brute Force? Using Brainteasers as a Window into the Problem-Solving Abilities of Large Language Models
  37. NeurIPS 2025CReFT-CAD: Boosting Orthographic Projection Reasoning for CAD via Reinforcement Fine-Tuning
  38. NeurIPS 2025Curriculum Abductive Learning
  39. NeurIPS 2025Curriculum Design for Trajectory-Constrained Agent: Compressing Chain-of-Thought Tokens in LLMs
  40. NeurIPS 2025CURV: Coherent Uncertainty-Aware Reasoning in Vision-Language Models for X-Ray Report Generation
  41. NeurIPS 2025CXReasonBench: A Benchmark for Evaluating Structured Diagnostic Reasoning in Chest X-rays
  42. NeurIPS 2025d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning
  43. NeurIPS 2025DAA: Amplifying Unknown Discrepancy for Test-Time Discovery
  44. NeurIPS 2025DAPO : Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage-Based Policy Optimization
  45. NeurIPS 2025DAPO: An Open-Source LLM Reinforcement Learning System at Scale
  46. NeurIPS 2025DeceptionBench: A Comprehensive Benchmark for AI Deception Behaviors in Real-world Scenarios
  47. NeurIPS 2025Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO
  48. NeurIPS 2025Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning
  49. NeurIPS 2025Dependency Matters: Enhancing LLM Reasoning with Explicit Knowledge Grounding
  50. NeurIPS 2025DIPO: Dual-State Images Controlled Articulated Object Generation Powered by Diverse Data

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。

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