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 913 篇，第 5 / 19 页
- ICML 2026GenShield: Unified Detection and Artifact Correction for AI-Generated Images
- ICML 2026Geometry of Reason: Spectral Signatures of Valid Mathematical Reasoning
- ICML 2026GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
- ICML 2026GIFT: Bootstrapping Image-to-CAD Program Synthesis via Geometric Feedback
- ICML 2026Graph of States: Solving Abductive Tasks with Large Language Models
- ICML 2026Graph-Link: Bridging the Semantic-Structural Gap in Text-to-SQL via Constrained Subgraph Induction
- ICML 2026GRASP: Awakening Latent Spatial Reasoning in LVLMs via Training-free Geometric Rectification
- ICML 2026Grounding Multi-Hop Reasoning in Structural Causal Models via Group Relative Policy Optimization
- ICML 2026Group Distributionally Robust Optimization-Driven RL for LLM Reasoning
- ICML 2026Hallucination Detection from Structural Reasoning Model
- ICML 2026HALO: A Unified Vision-Language-Action Model for Embodied Multimodal Chain-of-Thought Reasoning
- ICML 2026Harnessing Reasoning Trajectories for Hallucination Detection via Answer-agreement Representation Shaping
- ICML 2026HEARTS: Benchmarking LLM Reasoning on Health Time Series
- ICML 2026HERMES: Towards Efficient and Verifiable Mathematical Reasoning in LLMs
- ICML 2026Hi-Time: Hierarchical Latent Prediction for Multivariate Time Series Classification
- ICML 2026Hierarchical Reinforcement Learning for Sparse-Reward Search in Commutative Algebra
- ICML 2026HInT: Hypergraph Infusion at the Structural Layers Improves Table Understanding
- ICML 2026HiPhO: How Far Are (M)LLMs from Humans in the Latest High School Physics Olympiad Benchmark?
- ICML 2026How do LLMs Compute Verbal Confidence?
- ICML 2026How does Chain of Thought decompose complex tasks?
- ICML 2026How does information access affect LLM monitors' ability to detect sabotage?
- ICML 2026How Does Reasoning Flow? Tracing Attention-Induced Information Flow for Targeted RL in LLMs
- ICML 2026How Far Ahead Do LLMs Plan? Uncovering the Latent Horizon in Chain-of-Thought Reasoning
- ICML 2026How Powerful are LLMs in Generating Formal Program Specifications?
- ICML 2026How Reasoning Evolves from Post-Training Data: An Empirical Study Using Chess
- ICML 2026How to Fine-Tune a Reasoning Model? A Teacher–Student Cooperation Framework to Synthesize Student-Consistent SFT Data
- ICML 2026Hydra-Nav: Object Navigation via Adaptive Dual-Process Reasoning
- ICML 2026HyPER: Bridging Exploration and Exploitation for Scalable LLM Reasoning with Hypothesis Path Expansion and Reduction
- ICML 2026IAPO: Information-Aware Policy Optimization for Token-Efficient Reasoning
- ICML 2026Imagination Helps Visual Reasoning, But Not Yet in Latent Space
- ICML 2026ImgCoT: Compressing Long Chain of Thought into Compact Visual Tokens for Efficient Reasoning of Large Language Model
- ICML 2026Implicit Intelligence - Evaluating Agents on What Users Don’t Say
- ICML 2026ImpText: A Benchmark and Tool-Augmented Framework for Implicit Text Reasoning
- ICML 2026Inducing Overthink: Hierarchical Genetic Algorithm-based DoS Attack on Black-Box Large Language Reasoning Models
- ICML 2026INDUCTION: Finite-Structure Concept Synthesis in First-Order Logic
- ICML 2026Inference Time Optimization with Confidence Dynamics
- ICML 2026Inference-Time Conformal Reasoning with Valid Factuality Control for Large Language Models
- ICML 2026InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning
- ICML 2026InstEmb: Instruction-Following Embeddings through Glimpses of the Future
- ICML 2026InteractBench: Benchmarking LLMs on Competitive Programming under Unrevealed Information
- ICML 2026Internalizing Safety Understanding in Large Reasoning Models via Verification
- ICML 2026Intervene When It Doubts: Conjunction-Guided Interactive Reasoning
- ICML 2026Intra-Modal Neighbors Never Lie: Rectifying Inter-Modal Noisy Correspondence via Graph-Based Intra-Modal Reasoning
- ICML 2026Investigating Advanced Reasoning of Large Language Models via Black-Box Environment Interaction
- ICML 2026Is Code Better Than Language for Algorithmic Reasoning?
- ICML 2026iVGR: Internalizing Visually Grounded Reasoning for MLLMs with Reinforcement Learning
- ICML 2026Judging What We Cannot Solve: A Consequence-Based Approach for Oracle-Free Evaluation of Research-Level Math
- ICML 2026KernelCraft: Benchmarking for Agentic Close-to-Metal Kernel Generation on Emerging Hardware
- ICML 2026Know Thyself, Know Thy User: Intrinsic Dual-Perspective Reasoning for Role-Playing LLMs
- ICML 2026Knowing When to Quit: A Principled Framework for Dynamic Abstention 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"}
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。