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 350 篇，第 6 / 7 页
- CVPR 2025Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
- CVPR 2025Reasoning in Visual Navigation of End-to-end Trained Agents: A Dynamical Systems Approach
- CVPR 2025Reasoning Mamba: Hypergraph-Guided Region Relation Calculating for Weakly Supervised Affordance Grounding
- CVPR 2025ROD-MLLM: Towards More Reliable Object Detection in Multimodal Large Language Models
- CVPR 2025Scaling Properties of Diffusion Models For Perceptual Tasks
- CVPR 2025Scaling Vision Pre-Training to 4K Resolution
- CVPR 2025SceneTAP: Scene-Coherent Typographic Adversarial Planner against Vision-Language Models in Real-World Environments
- CVPR 2025Schedule On the Fly: Diffusion Time Prediction for Faster and Better Image Generation
- CVPR 2025SOLVE: Synergy of Language-Vision and End-to-End Networks for Autonomous Driving
- CVPR 2025Spatial457: A Diagnostic Benchmark for 6D Spatial Reasoning of Large Mutimodal Models
- CVPR 2025STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training
- CVPR 2025Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection
- CVPR 2025SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity
- CVPR 2025T2SG: Traffic Topology Scene Graph for Topology Reasoning in Autonomous Driving
- CVPR 2025Test-time Augmentation Improves Efficiency in Conformal Prediction
- CVPR 2025Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image Segmentation
- CVPR 2025Test-Time Visual In-Context Tuning
- CVPR 2025The Devil is in Temporal Token: High Quality Video Reasoning Segmentation
- CVPR 2025Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces
- CVPR 2025TIDE: Training Locally Interpretable Domain Generalization Models Enables Test-time Correction
- CVPR 2025VELOCITI: Benchmarking Video-Language Compositional Reasoning with Strict Entailment
- CVPR 2025VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection
- CVPR 2025VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos
- CVPR 2025VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning
- CVPR 2024A Versatile Framework for Continual Test-Time Domain Adaptation: Balancing Discriminability and Generalizability
- CVPR 2024AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation
- CVPR 2024Backdoor Defense via Test-Time Detecting and Repairing
- CVPR 2024Backpropagation-free Network for 3D Test-time Adaptation
- CVPR 2024Benchmarking Implicit Neural Representation and Geometric Rendering in Real-Time RGB-D SLAM
- CVPR 2024CoG-DQA: Chain-of-Guiding Learning with Large Language Models for Diagram Question Answering
- CVPR 2024Compositional Chain-of-Thought Prompting for Large Multimodal Models
- CVPR 2024Depth-aware Test-Time Training for Zero-shot Video Object Segmentation
- CVPR 2024Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation
- CVPR 2024EventPS: Real-Time Photometric Stereo Using an Event Camera
- CVPR 2024ExACT: Language-guided Conceptual Reasoning and Uncertainty Estimation for Event-based Action Recognition and More
- CVPR 2024Generate Subgoal Images before Act: Unlocking the Chain-of-Thought Reasoning in Diffusion Model for Robot Manipulation with Multimodal Prompts
- CVPR 2024Genuine Knowledge from Practice: Diffusion Test-Time Adaptation for Video Adverse Weather Removal
- CVPR 2024GRAM: Global Reasoning for Multi-Page VQA
- CVPR 2024Higher-order Relational Reasoning for Pedestrian Trajectory Prediction
- CVPR 2024Holoported Characters: Real-time Free-viewpoint Rendering of Humans from Sparse RGB Cameras
- CVPR 2024HumanNeRF-SE: A Simple yet Effective Approach to Animate HumanNeRF with Diverse Poses
- CVPR 2024iKUN: Speak to Trackers without Retraining
- CVPR 2024IntrinsicAvatar: Physically Based Inverse Rendering of Dynamic Humans from Monocular Videos via Explicit Ray Tracing
- CVPR 2024Language Model Guided Interpretable Video Action Reasoning
- CVPR 2024LayoutLLM: Layout Instruction Tuning with Large Language Models for Document Understanding
- CVPR 2024Let's Think Outside the Box: Exploring Leap-of-Thought in Large Language Models with Creative Humor Generation
- CVPR 2024LISA: Reasoning Segmentation via Large Language Model
- CVPR 2024LLM4SGG: Large Language Models for Weakly Supervised Scene Graph Generation
- CVPR 2024MedBN: Robust Test-Time Adaptation against Malicious Test Samples
- CVPR 2024Mind Artist: Creating Artistic Snapshots with Human Thought
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。