多智能体 RL论文趋势 2023–2026

博弈与 MARL

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,126 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

多智能体 RL论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023883780106311
20241473982105373
202525591115113574
2026319153224172868

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

全部多智能体 RL论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 496 篇，第 3 / 10 页

  1. CVPR 2026MV3DIS Multi-View Mask Matching via 3D Guides for Zero-Shot 3D
  2. CVPR 2026Neural Field-Based 3D Surface Reconstruction of Microstructures from Multi-Detector Signals
  3. CVPR 2026Occlusion-Aware SORT Observing Occlusion for Robust Multi-Object Tracking
  4. CVPR 2026OMG-Avatar One-shot Multi-LOD Gaussian Head Avatar
  5. CVPR 2026OMGTex One-stage Multi-style Facial Texture Reconstruction without Geometry Guidance
  6. CVPR 2026OmniZip Learning a Unified and Lightweight Lossless Compressor for Multi-Modal
  7. CVPR 2026OpenFS Multi-Hand-Capable Fingerspelling Recognition with Implicit Signing-Hand Detection and Frame-Wise
  8. CVPR 2026OptiMVMap Offline Vectorized Map Construction via Optimal Multi-vehicle Perspectives
  9. CVPR 2026Orthogonal Spatial-Aware Multi-View Anchor Graph Clustering for Incomplete Remote Sensing
  10. CVPR 2026Otil Accelerating Diffusion Model Inference via Communication-Efficient Multi-GPU Parallelism
  11. CVPR 2026OVOD-Agent A Markov-Bandit Framework for Proactive Visual Reasoning and Self-Evolving
  12. CVPR 2026Paper2Figure A Multi-Agent Collaborative System for Figure Generation Towards Academic
  13. CVPR 2026PhenoYieldNet Learning Crop-Aware Phenological Responses for Multi-Crop Yield Prediction
  14. CVPR 2026PhotoFramer Multi-modal Image Composition Instruction
  15. CVPR 2026Plug-and-Play Incomplete Multi-View Clustering via Janus-Faced Affinity Learning with Topology
  16. CVPR 2026Predicting Spatial Transcriptomics from Histology Images via High-Order Multi-Cell Interaction
  17. CVPR 2026Progressive Multi-cue Alignment for Unaligned RGBT Tracking
  18. CVPR 2026ProgTrack A Multi-Object Tracking Algorithm with Progressive Matching Strategy
  19. CVPR 2026ProSoftArena Benchmarking Hierarchical Capabilities of Multi-modal Agents in Professional Software
  20. CVPR 2026QuCNet Quantum Deep Learning Driven Multi-Circuit Network for Remote Sensing
  21. CVPR 2026R2G A Multi-View Circuit Graph Benchmark Suite from RTL to
  22. CVPR 2026Rationale-Enhanced Decoding for Multi-modal Chain-of-Thought
  23. CVPR 2026Refer-Agent A Collaborative Multi-Agent System with Reasoning and Reflection for
  24. CVPR 2026Registration-Free Learnable Multi-View Capture of Faces in Dense Semantic Correspondence
  25. CVPR 2026Reliable Clustering Number Estimation for Contrastive Multi-View Clustering
  26. CVPR 2026Reliev3R Relieving Feed-forward 3D Reconstruction from Multi-View Geometric Annotations
  27. CVPR 2026Reparameterized Tensor Ring Functional Decomposition for Multi-Dimensional Data Recovery
  28. CVPR 2026Rethinking Position Embedding as a Context Controller for Multi-Reference and
  29. CVPR 2026Rethinking Two-Stage Referring-by-Tracking in Referring Multi-Object Tracking Make it Strong
  30. CVPR 2026Revisiting F-measure Optimization in Multi-Label Classification A Sampling-based Approach
  31. CVPR 2026Revisiting Sparsity Constraint Under High-Rank Property in Partial Multi-Label Learning
  32. CVPR 2026Revisiting Token Compression for Accelerating ViT-based Sparse Multi-View 3D Object
  33. CVPR 2026RLFTSim Realistic and Controllable Multi-Agent Traffic Simulation via Reinforcement Learning
  34. CVPR 2026Scalable Multi-View Subspace Clustering with Tensorized Anchor Guidance
  35. CVPR 2026Scenes as Tokens Multi-Scale Normal Distributions Transform Tokenizer for General
  36. CVPR 2026SciEducator Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System
  37. CVPR 2026SeeGroup Multi-Layer Depth Estimation of Transparent Surfaces via Self-Determined Grouping
  38. CVPR 2026SHands A Multi-View Dataset and Benchmark for Surgical Hand-Gesture and
  39. CVPR 2026ShreddingNet Coarse-to-Fine Restoration for Multi-Source Shredded Manuscripts
  40. CVPR 2026Sketch2Colab Sketch-Conditioned Multi-Human Animation via Controllable Flow Distillation
  41. CVPR 2026Skullptor High Fidelity 3D Head Reconstruction in Seconds with Multi-View
  42. CVPR 2026SkySense-VITA Towards Universal In-context Segmentation of Multi-modal Remote Sensing Imagery
  43. CVPR 2026SMV-EAR Bring Spatiotemporal Multi-View Representation Learning into Efficient Event-Based Action
  44. CVPR 2026Socratic-Geo Synthetic Data Generation and Cross-Modal Geometric Reasoning via Multi-Agent
  45. CVPR 2026SPE-MVS Spatial Position Encoding Enhanced Multi-View Stereo with Monocular Depth
  46. CVPR 2026SplatSuRe Selective Super-Resolution for Multi-view Consistent 3D Gaussian Splatting
  47. CVPR 2026SVAgent Storyline-guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration
  48. CVPR 2026SyncMos Scalable Motion Synchronisation for Multi-Agent Scene Interaction
  49. CVPR 2026Tackling Model Bias via Game-theoretic Multi-agent Collaboration Framework for Hateful
  50. CVPR 2026TAMER A Tri-Modal Contrastive Alignment and Multi-Scale Embedding Refinement Framework

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 查多智能体 RL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": "multi-agent-rl"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇多智能体 RL论文？
共 2,126 篇，按年份分别是 2023 年 311 篇、2024 年 373 篇、2025 年 574 篇、2026 年 868 篇。
NeurIPS 2026 有多少篇多智能体 RL论文？
NeurIPS 2026 有 319 篇多智能体 RL论文，上一届是 255 篇。
ICLR 2026 有多少篇多智能体 RL论文？
ICLR 2026 有 153 篇多智能体 RL论文，上一届是 91 篇。
ICML 2026 有多少篇多智能体 RL论文？
ICML 2026 有 224 篇多智能体 RL论文，上一届是 115 篇。
CVPR 2026 有多少篇多智能体 RL论文？
CVPR 2026 有 172 篇多智能体 RL论文，上一届是 113 篇。
哪个会议的多智能体 RL论文最多？
NeurIPS，2023–2026 年共 809 篇。

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