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 1,253 篇，第 9 / 26 页

  1. NeurIPS 2025Attention Sinks: A 'Catch, Tag, Release' Mechanism for Embeddings
  2. NeurIPS 2025Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models
  3. NeurIPS 2025Auditing Meta-Cognitive Hallucinations in Reasoning Large Language Models
  4. NeurIPS 2025AudSemThinker: Enhancing Audio-Language Models Through Reasoning over Semantics of Sound
  5. NeurIPS 2025Automated Model Discovery via Multi-modal & Multi-step Pipeline
  6. NeurIPS 2025AutoToM: Scaling Model-based Mental Inference via Automated Agent Modeling
  7. NeurIPS 2025AutoVLA: A Vision-Language-Action Model for End-to-End Autonomous Driving with Adaptive Reasoning and Reinforcement Fine-Tuning
  8. NeurIPS 2025Aux-Think: Exploring Reasoning Strategies for Data-Efficient Vision-Language Navigation
  9. NeurIPS 2025BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language Models
  10. NeurIPS 2025Bag of Tricks for Inference-time Computation of LLM Reasoning
  11. NeurIPS 2025Benchmarking Large Language Models with Integer Sequence Generation Tasks
  12. NeurIPS 2025Benchmarking Spatiotemporal Reasoning in LLMs and Reasoning Models: Capabilities and Challenges
  13. NeurIPS 2025Best-of-N Jailbreaking
  14. NeurIPS 2025Beyond Chemical QA: Evaluating LLM's Chemical Reasoning with Modular Chemical Operations
  15. NeurIPS 2025Beyond Oracle: Verifier-Supervision for Instruction Hierarchy in Reasoning and Instruction-Tuned LLMs
  16. NeurIPS 2025Beyond Single-Task: Robust Multi-Task Length Generalization for LLMs
  17. NeurIPS 2025Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
  18. NeurIPS 2025Beyond Verifiable Rewards: Scaling Reinforcement Learning in Language Models to Unverifiable Data
  19. NeurIPS 2025BioReason: Incentivizing Multimodal Biological Reasoning within a DNA-LLM Model
  20. NeurIPS 2025BLINK-Twice: You see, but do you observe? A Reasoning Benchmark on Visual Perception
  21. NeurIPS 2025BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset
  22. NeurIPS 2025Boosting Skeleton-based Zero-Shot Action Recognition with Training-Free Test-Time Adaptation
  23. NeurIPS 2025BREAD: Branched Rollouts from Expert Anchors Bridge SFT & RL for Reasoning
  24. NeurIPS 2025BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent
  25. NeurIPS 2025Buffer layers for Test-Time Adaptation
  26. NeurIPS 2025C3PO: Optimized Large Language Model Cascades with Probabilistic Cost Constraints for Reasoning
  27. NeurIPS 2025CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward
  28. NeurIPS 2025CALM: Culturally Self-Aware Language Models
  29. NeurIPS 2025Can LLMs Correct Themselves? A Benchmark of Self-Correction in LLMs
  30. NeurIPS 2025Can MLLMs Absorb Math Reasoning Abilities from LLMs as Free Lunch?
  31. NeurIPS 2025Caption This, Reason That: VLMs Caught in the Middle
  32. NeurIPS 2025Causal Sufficiency and Necessity Improves Chain-of-Thought Reasoning
  33. NeurIPS 2025Causal-R: A Causal-Reasoning Geometry Problem Solver for Optimized Solution Exploration
  34. NeurIPS 2025CGBench: Benchmarking Language Model Scientific Reasoning for Clinical Genetics Research
  35. NeurIPS 2025Chain of Execution Supervision Promotes General Reasoning in Large Language Models
  36. NeurIPS 2025Chain-of-Action: Trajectory Autoregressive Modeling for Robotic Manipulation
  37. NeurIPS 2025Chain-of-Retrieval Augmented Generation
  38. NeurIPS 2025ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models
  39. NeurIPS 2025ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding
  40. NeurIPS 2025ChatVLA-2: Vision-Language-Action Model with Open-World Reasoning
  41. NeurIPS 2025Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search
  42. NeurIPS 2025CIDD: Collaborative Intelligence for Structure-Based Drug Design Empowered by LLMs
  43. NeurIPS 2025Class-aware Domain Knowledge Fusion and Fission for Continual Test-Time Adaptation
  44. NeurIPS 2025CLAWS:Creativity detection for LLM-generated solutions using Attention Window of Sections
  45. NeurIPS 2025Co-PatcheR: Collaborative Software Patching with Component-specific Small Reasoning Models
  46. NeurIPS 2025CoC-VLA: Delving into Adversarial Domain Transfer for Explainable Autonomous Driving via Chain-of-Causality Visual-Language-Action Model
  47. NeurIPS 2025CodeCrash: Exposing LLM Fragility to Misleading Natural Language in Code Reasoning
  48. NeurIPS 2025CodeMerge: Codebook-Guided Model Merging for Robust Test-Time Adaptation in Autonomous Driving
  49. NeurIPS 2025CoFFT: Chain of Foresight-Focus Thought for Visual Language Models
  50. NeurIPS 2025Cognitive Mirrors: Exploring the Diverse Functional Roles of Attention Heads in LLM Reasoning

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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