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 20 / 26 页

  1. NeurIPS 2024On the Power of Decision Trees in Auto-Regressive Language Modeling
  2. NeurIPS 2024One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos
  3. NeurIPS 2024Open-Book Neural Algorithmic Reasoning
  4. NeurIPS 2024OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset
  5. NeurIPS 2024PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical Competition
  6. NeurIPS 2024PUZZLES: A Benchmark for Neural Algorithmic Reasoning
  7. NeurIPS 2024ReMI: A Dataset for Reasoning with Multiple Images
  8. NeurIPS 2024ReXTime: A Benchmark Suite for Reasoning-Across-Time in Videos
  9. NeurIPS 2024SciInstruct: a Self-Reflective Instruction Annotated Dataset for Training Scientific Language Models
  10. NeurIPS 2024SELF-DISCOVER: Large Language Models Self-Compose Reasoning Structures
  11. NeurIPS 2024Self-playing Adversarial Language Game Enhances LLM Reasoning
  12. NeurIPS 2024SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning
  13. NeurIPS 2024SG-Bench: Evaluating LLM Safety Generalization Across Diverse Tasks and Prompt Types
  14. NeurIPS 2024SG-Nav: Online 3D Scene Graph Prompting for LLM-based Zero-shot Object Navigation
  15. NeurIPS 2024SLED: Self Logits Evolution Decoding for Improving Factuality in Large Language Models
  16. NeurIPS 2024Slot State Space Models
  17. NeurIPS 2024SocialGPT: Prompting LLMs for Social Relation Reasoning via Greedy Segment Optimization
  18. NeurIPS 2024SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors
  19. NeurIPS 2024SpatialRGPT: Grounded Spatial Reasoning in Vision-Language Models
  20. NeurIPS 2024SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers
  21. NeurIPS 2024StrategyLLM: Large Language Models as Strategy Generators, Executors, Optimizers, and Evaluators for Problem Solving
  22. NeurIPS 2024TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools
  23. NeurIPS 2024TopoLogic: An Interpretable Pipeline for Lane Topology Reasoning on Driving Scenes
  24. NeurIPS 2024Towards a Theoretical Understanding of the 'Reversal Curse' via Training Dynamics
  25. NeurIPS 2024Understanding the Limits of Vision Language Models Through the Lens of the Binding Problem
  26. NeurIPS 2024Understanding Transformer Reasoning Capabilities via Graph Algorithms
  27. NeurIPS 2024UniBench: Visual Reasoning Requires Rethinking Vision-Language Beyond Scaling
  28. NeurIPS 2024Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought
  29. NeurIPS 2024Unveiling Causal Reasoning in Large Language Models: Reality or Mirage?
  30. NeurIPS 2024Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning
  31. NeurIPS 2024Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models
  32. NeurIPS 2024VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images
  33. NeurIPS 2023[Re] Numerical influence of ReLU'(0) on backpropagation
  34. NeurIPS 2023$\mathcal{M}^4$: A Unified XAI Benchmark for Faithfulness Evaluation of Feature Attribution Methods across Metrics, Modalities and Models
  35. NeurIPS 20233D-Aware Visual Question Answering about Parts, Poses and Occlusions
  36. NeurIPS 20233D-LLM: Injecting the 3D World into Large Language Models
  37. NeurIPS 2023A benchmark of categorical encoders for binary classification
  38. NeurIPS 2023A Diffusion-Model of Joint Interactive Navigation
  39. NeurIPS 2023A Logic for Expressing Log-Precision Transformers
  40. NeurIPS 2023A Massive Scale Semantic Similarity Dataset of Historical English
  41. NeurIPS 2023A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs
  42. NeurIPS 2023Active Reasoning in an Open-World Environment
  43. NeurIPS 2023Adaptive recurrent vision performs zero-shot computation scaling to unseen difficulty levels
  44. NeurIPS 2023Adaptive Test-Time Personalization for Federated Learning
  45. NeurIPS 2023Align Your Prompts: Test-Time Prompting with Distribution Alignment for Zero-Shot Generalization
  46. NeurIPS 2023Anonymous and Copy-Robust Delegations for Liquid Democracy
  47. NeurIPS 2023Approximate inference of marginals using the IBIA framework
  48. NeurIPS 2023Are Emergent Abilities of Large Language Models a Mirage?
  49. NeurIPS 2023ATTA: Anomaly-aware Test-Time Adaptation for Out-of-Distribution Detection in Segmentation
  50. NeurIPS 2023Attentive Transfer Entropy to Exploit Transient Emergence of Coupling Effect

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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