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 204 篇，第 4 / 5 页
- CVPR 2026RMIR A Benchmark Dataset for Reasoning-Intensive Multimodal Image Retrieval
- CVPR 2026SAGE Training Smart Any-Horizon Agents for Long Video Reasoning with
- CVPR 2026SATTC Structure-Aware Label-Free Test-Time Calibration for Cross-Subject EEG-to-Image Retrieval
- CVPR 2026Scalable Object Relation Encoding for Better 3D Spatial Reasoning in
- CVPR 2026Scaling Spatial Intelligence with Multimodal Foundation Models
- CVPR 2026Score2Instruct Scaling Up Video Quality-Centric Instructions via Automated Dimension Scoring
- CVPR 2026See It Say It Sorted An Iterative Training-Free Framework for
- CVPR 2026See What We Cannot See A Geo-guided Reasoning Benchmark for
- CVPR 2026SegCompass Exploring Interpretable Alignment with Sparse Autoencoders for Enhanced Reasoning
- CVPR 2026SketchVL Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding
- CVPR 2026Skyra AI-Generated Video Detection via Grounded Artifact Reasoning
- CVPR 2026SocialNav Training Human-Inspired Foundation Model for Socially-Aware Embodied Navigation
- CVPR 2026SpatialReward Verifiable Spatial Reward Modeling for Fine-Grained Spatial Consistency in
- CVPR 2026SPEGC Continual Test-Time Adaptation via Semantic-Prompt-Enhanced Graph Clustering for Medical
- CVPR 2026StaR-KVQA Structured Reasoning Traces for Implicit-Knowledge Visual Question Answering
- CVPR 2026SurgCoT Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought
- CVPR 2026TableMix Enhancing Multimodal Table Reasoning in MLLMs from a Data-Centric
- CVPR 2026TALON Test-time Adaptive Learning for On-the-Fly Category Discovery
- CVPR 2026Test-Time 3D Occupancy Prediction
- CVPR 2026Test-Time Instance-Specific Parameter Composition A New Paradigm for Adaptive Generative
- CVPR 2026Test-time Sparsity for Extreme Fast Action Diffusion
- CVPR 2026Test-Time Training for LiDAR Semantic Segmentation under Corruption via Geometric
- CVPR 2026The Golden Subspace Where Efficiency Meets Generalization in Continual Test-Time
- CVPR 2026Think 360deg Beyond Depth Evaluating the Width-centric Reasoning Capability of
- CVPR 2026Think Then Verify A Hypothesis-Verification Multi-Agent Framework for Long Video
- CVPR 2026Think-as-You-See Streaming Chain-of-Thought Reasoning for Large Vision-Language Models
- CVPR 2026Think-Then-Generate Structural Chain-of-Thought Reasoning for Consistent 3D Generation
- CVPR 2026ThinkGen Generalized Thinking for Visual Generation
- CVPR 2026Thinking Beyond Labels Vocabulary-Free Fine-Grained Recognition using Reasoning-Augmented LMMs
- CVPR 2026Thinking Diffusion Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal
- CVPR 2026Thinking in Dynamics How Multimodal Large Language Models Perceive Track
- CVPR 2026Thinking in Uncertainty Mitigating Hallucinations in MLRMs with Latent Entropy-Aware
- CVPR 2026Thinking with Frames Generative Video Distortion Evaluation via Frame Reward
- CVPR 2026Thinking With Videos Multimodal Tool-Augmented Reinforcement Learning for Long Video
- CVPR 2026TiViBench Benchmarking Think-in-Video Reasoning for Video Generation
- CVPR 2026Towards Reasoning-Preserving Unlearning in Multimodal Large Language Models
- CVPR 2026Towards Sparse Video Understanding and Reasoning
- CVPR 2026TRCoRSurg Temporal-Relational Co-Reasoning for Surgical Video Triplet Recognition
- CVPR 2026TRM-VLA Temporal-Aware Chain-of-Thought Reasoning and Memorization for Vision-Language-Action Models
- CVPR 2026U-Mind A Unified Framework for Real-Time Multimodal Interaction with Audiovisual
- CVPR 2026Understanding and Mitigating Hallucinations in Multimodal Chain-of-Thought Models
- CVPR 2026Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal
- CVPR 2026Unifying Perception and Action A Hybrid-Modality Pipeline with Implicit Visual
- CVPR 2026Video-CoE Reinforcing Video Event Prediction via Chain of Events
- CVPR 2026VideoAuto-R1 Video Auto Reasoning via Thinking Once Answering Twice
- CVPR 2026VideoCoF Unified Video Editing with Temporal Reasoner
- CVPR 2026VideoRealBench A Chain-of-Thought Realism Evaluation Benchmark for Generated Human-Centric Videos
- CVPR 2026VisRef Visual Refocusing while Thinking Improves Test-Time Scaling in Multi-Modal
- CVPR 2026Visual-Aware CoT Achieving High-Fidelity Visual Consistency in Unified Models
- CVPR 2026ViT3 Unlocking Test-Time Training in Vision
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。