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
- 推理模型论文从 2023 年的 470 篇增长到 2026 年的 1,799 篇，三年间扩大到约 3.8 倍。
- NeurIPS 是发推理模型论文最多的会议，2023–2026 年共 1,253 篇，占四个会议总量的 36%。
- 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 9 篇增至 2026 年的 437 篇。
- 在「前沿系统」的 4 个主题里，它的 2026 年论文数排第 3；同组增长最快的AI 智能体是 12 倍，推理模型是 3.8 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 271 | 57 | 109 | 33 | 470 |
| 2024 | 121 | 84 | 63 | 43 | 311 |
| 2025 | 500 | 203 | 159 | 70 | 932 |
| 2026 | 361 | 652 | 582 | 204 | 1,799 |
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
- NeurIPS 2026A Mechanistic Analysis of Looped Reasoning Language Models
- ICML 2026A Formal Comparison Between Chain of Thought and Latent Thought
- ICLR 2026A Simple "Motivation" Can Enhance Reinforcement Finetuning of Large Reasoning Models
- CVPR 2026Asking like Socrates Socrates helps VLMs understand remote sensing images
- NeurIPS 2025A Frustratingly Simple Yet Highly Effective Attack Baseline: Over 90% Success Rate Against the Strong Black-box Models of GPT-4.5/4o/o1
- ICML 2025A Reasoning-Based Approach to Cryptic Crossword Clue Solving
- ICLR 2025A Formal Framework for Understanding Length Generalization in Transformers
- CVPR 2025Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought
- NeurIPS 2024Are Large Language Models Good Statisticians?
- ICML 2024Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models
- ICLR 2024Amortizing intractable inference in large language models
- CVPR 2024Generate Subgoal Images before Act: Unlocking the Chain-of-Thought Reasoning in Diffusion Model for Robot Manipulation with Multimodal Prompts
- NeurIPS 2023A benchmark of categorical encoders for binary classification
- ICML 2023Can We Scale Transformers to Predict Parameters of Diverse ImageNet Models?
- ICLR 2023Automatic Chain of Thought Prompting in Large Language Models
- CVPR 2023ActMAD: Activation Matching To Align Distributions for Test-Time-Training
- NeurIPS 2026A Solvable Model of Chain-of-Thought in In-Context Learning
- ICML 2026A Narrowing Geometry in Contaminated Reasoning
- ICLR 2026A State-Transition Framework for Efficient LLM Reasoning
- CVPR 2026Beyond Weak Supervision MLLMs-Guided Graded Knowledge Distillation for Unsupervised Camouflaged
全部推理模型论文
共 3,512 篇，第 10 / 71 页
- ICLR 2026Knowledge Reasoning Language Model: Unifying Knowledge and Language for Inductive Knowledge Graph Reasoning
- ICLR 2026KRAMABENCH: A Benchmark for AI Systems on Data-to-Insight Pipelines over Data Lakes
- ICLR 2026LaDiR: Latent Diffusion Enhances LLMs for Text Reasoning
- ICLR 2026Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models
- ICLR 2026Language Identification in the Limit with Computational Trace
- ICLR 2026LaSeR: Reinforcement Learning with Last-Token Self-Rewarding
- ICLR 2026Latent Thinking Optimization: Your Latent Reasoning Language Model Secretly Encodes Reward Signals in its Latent Thoughts
- ICLR 2026Latent Veracity Inference for Identifying Errors in Stepwise Reasoning
- ICLR 2026Latent Visual Reasoning
- ICLR 2026Latent-Guided Reasoning: Empowering Small LLMs with Large-Model Thinking
- ICLR 2026LaTo: Landmark-tokenized Diffusion Transformer for Fine-grained Human Face Editing
- ICLR 2026LeanForPhysics: Comprehensive Reasoning Framework for University-level Physics in Lean4
- ICLR 2026Learn More with Less: Uncertainty Consistency Guided Query Selection for RLVR
- ICLR 2026Learn to Reason Efficiently with Adaptive Length-based Reward Shaping
- ICLR 2026Learning from Synthetic Data Improves Multi-hop Reasoning
- ICLR 2026Learning Global Hypothesis Space for Enhancing Synergistic Reasoning Chain
- ICLR 2026Learning Physics-Grounded 4D Dynamics with Neural Gaussian Force Fields
- ICLR 2026Learning to Orchestrate Agents in Natural Language with the Conductor
- ICLR 2026Learning to Reason Efficiently with Discounted Reinforcement Learning
- ICLR 2026Learning to Reason for Hallucination Span Detection
- ICLR 2026Learning to Reason in Structured In-context Environments with Reinforcement Learning
- ICLR 2026Learning to Reason over Continuous Tokens with Reinforcement Learning
- ICLR 2026Learning to Reason via Mixture-of-Thought for Logical Reasoning
- ICLR 2026Learning to Reason without External Rewards
- ICLR 2026Learning What Reinforcement Learning Can't: Interleaved Online Fine-Tuning for Hardest Questions
- ICLR 2026LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language Models
- ICLR 2026Let's (not) just put things in Context: Test-time Training for Long-context LLMs
- ICLR 2026Let's Think in Two Steps: Mitigating Agreement Bias in MLLMs with Self-Grounded Verification
- ICLR 2026LEXam: Benchmarking Legal Reasoning on 340 Law Exams
- ICLR 2026Lifelong Embodied Navigation Learning
- ICLR 2026Linear Mechanisms for Spatiotemporal Reasoning in Vision Language Models
- ICLR 2026LINGOLY-TOO: Disentangling Reasoning from Knowledge with Templatised Orthographic Obfuscation
- ICLR 2026Linking Process to Outcome: Conditional Reward Modeling for LLM Reasoning
- ICLR 2026LLM2Fx-Tools: Tool Calling for Music Post-Production
- ICLR 2026LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities
- ICLR 2026LLMs are Single-threaded Reasoners: Demystifying the Working Mechanism of Soft Thinking
- ICLR 2026LLMs as Rules Oracles: Exploring Real-World Multimodal Reasoning in Tabletop Strategy Game Environments
- ICLR 2026LLMs Must Think Thrice to Solve Executable Counterfactuals
- ICLR 2026LLMs Struggle to Balance Reasoning and World Knowledge in Causal Narrative Understanding
- ICLR 2026Local Linear Attention: An Optimal Interpolation of Linear and Softmax Attention For Test-Time Regression
- ICLR 2026Log-Augmented Generation: Scaling Test-Time Reasoning with Reusable Computation
- ICLR 2026LogiConBench: Benchmarking Logical Consistencies of LLMs
- ICLR 2026LogicReward: Incentivizing LLM Reasoning via Step-Wise Logical Supervision
- ICLR 2026Long Chain-of-Thought Reasoning Across Languages
- ICLR 2026Long-Document QA with Chain-of-Structured-Thought and Fine-Tuned SLMs
- ICLR 2026Lookahead Tree-Based Rollouts for Enhanced Trajectory-Level Exploration in Reinforcement Learning with Verifiable Rewards
- ICLR 2026LoongRL: Reinforcement Learning for Advanced Reasoning over Long Contexts
- ICLR 2026LoopFormer: Elastic-Depth Looped Transformers for Latent Reasoning via Shortcut Modulation
- ICLR 2026LouisKV: Efficient KV Cache Retrieval for Long Input-Output Sequences
- ICLR 2026M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding
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"}
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。