强化学习论文趋势 2023–2026

主要结论

• 强化学习论文从 2023 年的 1,070 篇增长到 2026 年的 2,985 篇，三年间扩大到约 2.8 倍。
• NeurIPS 是发强化学习论文最多的会议，2023–2026 年共 2,494 篇，占四个会议总量的 36%。
• 交叉方向里涨得最快的是推理模型：同时属于两个主题的论文从 2023 年的 9 篇增至 2026 年的 437 篇。

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 2026\texttt{FEROM}: Frontier Endogenous Reveal-Order Marginal Policy Optimization for Masked Diffusion LMs
• ICML 2026$\text{DT}^\text{2}$: Decision-Targeted Digital Twins
• ICLR 2026$\nabla$-Reasoner: LLM Reasoning via Test-Time Gradient Descent in Textual Space
• CVPR 2026A Causal Marriage between VLM and IRM from Understanding to
• NeurIPS 2025$\texttt{G1}$: Teaching LLMs to Reason on Graphs with Reinforcement Learning
• ICML 2025A Computationally Efficient Algorithm for Infinite-Horizon Average-Reward Linear MDPs
• ICLR 2025$\phi$-Update: A Class of Policy Update Methods with Policy Convergence Guarantee
• CVPR 2025All-Optical Nonlinear Diffractive Deep Network for Ultrafast Image Denoising
• NeurIPS 2024A Critical Evaluation of AI Feedback for Aligning Large Language Models
• ICML 2024${\rm E}(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning
• ICLR 2024A Black-box Approach for Non-stationary Multi-agent Reinforcement Learning
• CVPR 2024DMR: Decomposed Multi-Modality Representations for Frames and Events Fusion in Visual Reinforcement Learning
• NeurIPS 2023“Why Not Looking backward?” A Robust Two-Step Method to Automatically Terminate Bayesian Optimization
• ICML 2023A Connection between One-Step RL and Critic Regularization in Reinforcement Learning
• ICLR 2023$O(T^{-1})$ Convergence of Optimistic-Follow-the-Regularized-Leader in Two-Player Zero-Sum Markov Games
• CVPR 2023"Seeing" Electric Network Frequency From Events
• NeurIPS 2026$\varphi$TD: Distributional Reinforcement Learning using Characteristic Functions
• ICML 2026$\textit{S}$-SPPO: Semantic-Calibrated Self-Play Preference Optimization
• ICLR 2026$AutoDrive\text{-}P^3$: Unified Chain of Perception–Prediction–Planning Thought via Reinforcement Fine-Tuning
• CVPR 2026AdaptVision Efficient Vision-Language Models via Adaptive Visual Acquisition

全部强化学习论文

共 485 篇，第 1 / 10 页

1. CVPR 2026A Causal Marriage between VLM and IRM from Understanding to
2. CVPR 2026AceTone Bridging Words and Colors for Conditional Image Grading
3. CVPR 2026AdaptVision Efficient Vision-Language Models via Adaptive Visual Acquisition
4. CVPR 2026Aesthetic Camera Viewpoint Suggestion with 3D Aesthetic Field
5. CVPR 2026All Roads Lead to Rome Incentivizing Divergent Thinking in Vision-Language
6. CVPR 2026Any2Any 3D Diffusion Models with Knowledge Transfer A Radiotherapy Planning
7. CVPR 2026AnyDoc Enhancing Document Generation via Large-Scale HTMLCSS Data Synthesis and
8. CVPR 2026AnyID Ultra-Fidelity Universal Identity-Preserving Video Generation from Any Visual References
9. CVPR 2026APEX A Decoupled Memory-based Explorer for Asynchronous Aerial Object Goal
10. CVPR 2026APPO Attention-guided Perception Policy Optimization for Video Reasoning
11. CVPR 2026Are We Ready for RL in Text-to-3D Generation A Progressive
12. CVPR 2026ARM-Thinker Reinforcing Multimodal Generative Reward Models with Agentic Tool Use
13. CVPR 2026Attack for Defense Adversarial Agents for Point Prompt Optimization Empowering
14. CVPR 2026Attend Before Attention Efficient and Scalable Video Understanding via Autoregressive
15. CVPR 2026AV-Reasoner Improving and Benchmarking Clue-Grounded Audio-Visual Counting for MLLMs
16. CVPR 2026AVA-VLA Improving Vision-Language-Action models with Active Visual Attention
17. CVPR 2026AVATAR Reinforcement Learning to See Hear and Reason Over Video
18. CVPR 2026BackSplit The Importance of Sub-dividing the Background in Biomedical Lesion
19. CVPR 2026BeautyGRPO Aesthetic Alignment for Face Retouching via Dynamic Path Guidance
20. CVPR 2026Beyond Mimicry Learning Whole-Body Human-Humanoid Interaction from Human-Human Demonstrations
21. CVPR 2026Beyond Perceptual Shortcuts Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning
22. CVPR 2026BHCast Unlocking Black Hole Plasma Dynamics from a Single Blurry
23. CVPR 2026Boosting Reasoning in Large Multimodal Models via Activation Replay
24. CVPR 2026BridgeEQA Virtual Embodied Agents for Real Bridge Inspections
25. CVPR 2026BuildingGPT Auto-Regressive Building Wireframe Reconstruction Model with Reinforcement Learning
26. CVPR 2026CARE What Fails Contrastive Anchored-REflection for Verifiable Multimodal Reasoning
27. CVPR 2026CCCaption Dual-Reward Reinforcement Learning for Complete and Correct Image Captioning
28. CVPR 2026CGL Advancing Continual GUI Learning via Reinforcement Fine-Tuning
29. CVPR 2026Chart-FR1 Visual Focus-Driven Fine-Grained Reasoning on Dense Charts
30. CVPR 2026CME-CAD Heterogeneous Collaborative Multi-Expert Reinforcement Learning for CAD Code Generation
31. CVPR 2026CMR-RD Long-Tailed Adaptive VLM for Explainable CMR Diagnosis
32. CVPR 2026Coded-E2LF Coded Aperture Light Field Imaging from Events
33. CVPR 2026Conan Progressive Learning to Reason Like a Detective over Multi-Scale
34. CVPR 2026Consensus vs. Controversy Mapping the Decision Space Where Architectures Diverge
35. CVPR 2026Continual Distillation of Teachers from Different Domains
36. CVPR 2026COPO Causal-Oriented Policy Optimization for Hallucinations of MLLMs
37. CVPR 2026CRAFT Aligning Diffusion Models with Fine-Tuning Is Easier Than You
38. CVPR 2026Cross-modal Identity Mapping Minimizing Information Loss in Modality Conversion via
39. CVPR 2026Curriculum Group Policy Optimization Adaptive Sampling for Unleashing the Potential
40. CVPR 2026Dark3R Learning Structure from Motion in the Dark
41. CVPR 2026Decouple to Generalize Context-First Self-Evolving Learning for Data-Scarce Vision-Language Reasoning
42. CVPR 2026Dejavu Towards Experience Feedback Learning for Embodied Intelligence
43. CVPR 2026DemoFunGrasp Universal Dexterous Functional Grasping via Demonstration-Editing Reinforcement Learning
44. CVPR 2026DEVA Fine-tuning Multimodal Large Language Models for Visual Perception Tasks
45. CVPR 2026Differences That Matter Auditing Models for Capability Gap Discovery and
46. CVPR 2026Discriminative Perception via Anchored Description for Reasoning Segmentation
47. CVPR 2026Disentangling to Re-couple Resolving the Similarity-Controllability Paradox in Subject-Driven Text-to-Image
48. CVPR 2026Distilling Balanced Knowledge from a Biased Teacher
49. CVPR 2026Distilling Unsigned Distance Function for Surface Reconstruction from 3D Gaussian
50. CVPR 2026DiverseGRPO Mitigating Mode Collapse in Image Generation via Diversity-Aware GRPO

常见问题

2023–2026 年四大会议一共有多少篇强化学习论文？

共 6,885 篇，按年份分别是 2023 年 1,070 篇、2024 年 1,190 篇、2025 年 1,640 篇、2026 年 2,985 篇。

NeurIPS 2026 有多少篇强化学习论文？

NeurIPS 2026 有 760 篇强化学习论文，上一届是 784 篇。

ICLR 2026 有多少篇强化学习论文？

ICLR 2026 有 911 篇强化学习论文，上一届是 379 篇。

ICML 2026 有多少篇强化学习论文？

ICML 2026 有 1,021 篇强化学习论文，上一届是 405 篇。

CVPR 2026 有多少篇强化学习论文？

CVPR 2026 有 293 篇强化学习论文，上一届是 72 篇。

哪个会议的强化学习论文最多？

NeurIPS，2023–2026 年共 2,494 篇。