视觉-语言-动作论文趋势 2023–2026

VLA 与端到端驾驶

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,639 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

视觉-语言-动作论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023883034105257
20241082962130329
20251086433140345
2026204113126265708

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

全部视觉-语言-动作论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 508 篇，第 8 / 11 页

  1. NeurIPS 2024HydraViT: Stacking Heads for a Scalable ViT
  2. NeurIPS 2024Image2Struct: Benchmarking Structure Extraction for Vision-Language Models
  3. NeurIPS 2024Initializing Variable-sized Vision Transformers from Learngene with Learnable Transformation
  4. NeurIPS 2024InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD
  5. NeurIPS 2024IPO: Interpretable Prompt Optimization for Vision-Language Models
  6. NeurIPS 2024JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images
  7. NeurIPS 2024Latent Intrinsics Emerge from Training to Relight
  8. NeurIPS 2024Learning Action and Reasoning-Centric Image Editing from Videos and Simulation
  9. NeurIPS 2024Learning Group Actions on Latent Representations
  10. NeurIPS 2024Learning Optimal Lattice Vector Quantizers for End-to-end Neural Image Compression
  11. NeurIPS 2024Learning to Merge Tokens via Decoupled Embedding for Efficient Vision Transformers
  12. NeurIPS 2024Learning Where to Edit Vision Transformers
  13. NeurIPS 2024Linearly Decomposing and Recomposing Vision Transformers for Diverse-Scale Models
  14. NeurIPS 2024Localizing Memorization in SSL Vision Encoders
  15. NeurIPS 2024LookHere: Vision Transformers with Directed Attention Generalize and Extrapolate
  16. NeurIPS 2024LucidAction: A Hierarchical and Multi-model Dataset for Comprehensive Action Quality Assessment
  17. NeurIPS 2024Matryoshka Query Transformer for Large Vision-Language Models
  18. NeurIPS 2024MemVLT: Vision-Language Tracking with Adaptive Memory-based Prompts
  19. NeurIPS 2024Micro-Bench: A Microscopy Benchmark for Vision-Language Understanding
  20. NeurIPS 2024MSPE: Multi-Scale Patch Embedding Prompts Vision Transformers to Any Resolution
  21. NeurIPS 2024Multi-Object Hallucination in Vision Language Models
  22. NeurIPS 2024NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples
  23. NeurIPS 2024Not Just Object, But State: Compositional Incremental Learning without Forgetting
  24. NeurIPS 2024Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression
  25. NeurIPS 2024OmniJARVIS: Unified Vision-Language-Action Tokenization Enables Open-World Instruction Following Agents
  26. NeurIPS 2024On the Surprising Effectiveness of Attention Transfer for Vision Transformers
  27. NeurIPS 2024On the Use of Anchoring for Training Vision Models
  28. NeurIPS 2024Online Learning with Sublinear Best-Action Queries
  29. NeurIPS 2024OnlineTAS: An Online Baseline for Temporal Action Segmentation
  30. NeurIPS 2024OPEL: Optimal Transport Guided ProcedurE Learning
  31. NeurIPS 2024Private Attribute Inference from Images with Vision-Language Models
  32. NeurIPS 2024Q-VLM: Post-training Quantization for Large Vision-Language Models
  33. NeurIPS 2024QGFN: Controllable Greediness with Action Values
  34. NeurIPS 2024QT-ViT: Improving Linear Attention in ViT with Quadratic Taylor Expansion
  35. NeurIPS 2024QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model
  36. NeurIPS 2024RaVL: Discovering and Mitigating Spurious Correlations in Fine-Tuned Vision-Language Models
  37. NeurIPS 2024Recovering Complete Actions for Cross-dataset Skeleton Action Recognition
  38. NeurIPS 2024Recurrent neural network dynamical systems for biological vision
  39. NeurIPS 2024Reinforcing LLM Agents via Policy Optimization with Action Decomposition
  40. NeurIPS 2024Revisiting the Integration of Convolution and Attention for Vision Backbone
  41. NeurIPS 2024Right this way: Can VLMs Guide Us to See More to Answer Questions?
  42. NeurIPS 2024RoboMamba: Efficient Vision-Language-Action Model for Robotic Reasoning and Manipulation
  43. NeurIPS 2024ScaleKD: Strong Vision Transformers Could Be Excellent Teachers
  44. NeurIPS 2024Scaling White-Box Transformers for Vision
  45. NeurIPS 2024Shadowcast: Stealthy Data Poisoning Attacks Against Vision-Language Models
  46. NeurIPS 2024Slicing Vision Transformer for Flexible Inference
  47. NeurIPS 2024SlimSAM: 0.1% Data Makes Segment Anything Slim
  48. NeurIPS 2024SUGARCREPE++ Dataset: Vision-Language Model Sensitivity to Semantic and Lexical Alterations
  49. NeurIPS 2024Taming "data-hungry" reinforcement learning? Stability in continuous state-action spaces
  50. NeurIPS 2024Temporally Consistent Atmospheric Turbulence Mitigation with Neural Representations

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 查视觉-语言-动作在 CVPR 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": "vision-language-action"}

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视觉-语言-动作论文？
共 1,639 篇，按年份分别是 2023 年 257 篇、2024 年 329 篇、2025 年 345 篇、2026 年 708 篇。
NeurIPS 2026 有多少篇视觉-语言-动作论文？
NeurIPS 2026 有 204 篇视觉-语言-动作论文，上一届是 108 篇。
ICLR 2026 有多少篇视觉-语言-动作论文？
ICLR 2026 有 113 篇视觉-语言-动作论文，上一届是 64 篇。
ICML 2026 有多少篇视觉-语言-动作论文？
ICML 2026 有 126 篇视觉-语言-动作论文，上一届是 33 篇。
CVPR 2026 有多少篇视觉-语言-动作论文？
CVPR 2026 有 265 篇视觉-语言-动作论文，上一届是 140 篇。
哪个会议的视觉-语言-动作论文最多？
CVPR，2023–2026 年共 640 篇。

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