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 652 篇，第 13 / 14 页
- ICLR 2026Uni-CoT: Towards Unified Chain-of-Thought Reasoning Across Text and Vision
- ICLR 2026UniSS: Unified Expressive Speech-to-Speech Translation with Your Voice
- ICLR 2026Unleashing Perception-Time Scaling to Multimodal Reasoning Models
- ICLR 2026Unleashing Scientific Reasoning for Bio-experimental Protocol Generation via Structured Component-based Reward Mechanism
- ICLR 2026Unlocking the Essence of Beauty: Advanced Aesthetic Reasoning with Relative-Absolute Policy Optimization
- ICLR 2026Unlocking the Value of Text: Event-Driven Reasoning and Multi-Level Alignment for Time Series Forecasting
- ICLR 2026Unveiling the Cognitive Compass: Theory-of-Mind–Guided Multimodal Emotion Reasoning
- ICLR 2026Using cognitive models to reveal value trade-offs in language models
- ICLR 2026USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning Capabilities of LLMs as Urban Agents
- ICLR 2026Variation in Verification: Understanding Verification Dynamics in Large Language Models
- ICLR 2026Variational Reasoning for Language Models
- ICLR 2026VeriCoT: Neuro-symbolic Chain-of-Thought Validation via Logical Consistency Checks
- ICLR 2026VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models
- ICLR 2026Verifying Chain-of-Thought Reasoning via Its Computational Graph
- ICLR 2026Veritas: Generalizable Deepfake Detection via Pattern-Aware Reasoning
- ICLR 2026VFScale: Intrinsic Reasoning through Verifier-Free Test-time Scalable Diffusion Model
- ICLR 2026VGR: Visual Grounded Reasoning
- ICLR 2026VidBridge-R1: Bridging QA and Captioning for RL-based Video Understanding Models with Intermediate Proxy Tasks
- ICLR 2026Video-KTR: Reinforcing Video Reasoning via Key Token Attribution
- ICLR 2026VideoAnchor: Reinforcing Subspace-Structured Visual Cues for Coherent Visual-Spatial Reasoning
- ICLR 2026VideoJudge: Bootstrapping Enables Scalable Supervision of MLLM-as-a-Judge for Video Understanding
- ICLR 2026VideoMind: A Chain-of-LoRA Agent for Temporal-Grounded Video Reasoning
- ICLR 2026VideoReasonBench: Can MLLMs Perform Vision-Centric Complex Video Reasoning?
- ICLR 2026VidGuard-R1: AI-Generated Video Detection and Explanation via Reasoning MLLMs and RL
- ICLR 2026VisioMath: Benchmarking Figure-based Mathematical Reasoning in LMMs
- ICLR 2026Vision Language Models are Biased
- ICLR 2026Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
- ICLR 2026VisionReasoner: Unified Reasoning-Integrated Visual Perception via Reinforcement Learning
- ICLR 2026Visual symbolic mechanisms: Emergent symbol processing in Vision Language Models
- ICLR 2026VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
- ICLR 2026VLM-SubtleBench: How Far Are VLMs from Human-Level Subtle Comparative Reasoning?
- ICLR 2026VoG: Enhancing LLM Reasoning through Stepwise Verification on Knowledge Graphs
- ICLR 2026WALT: Web Agents that Learn Tools
- ICLR 2026WavefrontDiffusion: Dynamic Decoding Schedule for Improved Reasoning
- ICLR 2026wd1: Weighted Policy Optimization for Reasoning in Diffusion Language Models
- ICLR 2026We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning
- ICLR 2026Web-CogReasoner: Towards Knowledge-Induced Cognitive Reasoning for Web Agents
- ICLR 2026What "Not" to Detect: Negation-Aware VLMs via Structured Reasoning and Token Merging
- ICLR 2026What Layers When: Learning to Skip Compute in LLMs with Residual Gates
- ICLR 2026Whatever Remains Must Be True: Filtering Drives Reasoning in LLMs, Shaping Diversity
- ICLR 2026When and Where to Reset Matters for Long-Term Test-Time Adaptation
- ICLR 2026When More is Less: Understanding Chain-of-Thought Length in LLMs
- ICLR 2026When Reasoning Meets Compression: Understanding the Effects of LLMs Compression on Large Reasoning Models
- ICLR 2026When Silence Is Golden: Can LLMs Learn to Abstain in Temporal QA and Beyond?
- ICLR 2026When Thinking Backfires: Mechanistic Insights into Reason-induced Misalignment
- ICLR 2026When to Retrain after Drift: A Data-Only Test of Post-Drift Data Size Sufficiency
- ICLR 2026Where Did This Sentence Come From? Tracing Provenance in LLM Reasoning Distillation
- ICLR 2026XModBench: Benchmarking Cross-Modal Capabilities and Consistency in Omni-Language Models
- ICLR 2026Your Models Have Thought Enough: Training Large Reasoning Models to Stop Overthinking
- ICLR 2026Zebra-CoT: A Dataset for Interleaved Vision-Language 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。