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 257 篇，第 4 / 6 页

  1. ICML 2023Global Context Vision Transformers
  2. ICML 2023Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles
  3. ICML 2023ILLUME: Rationalizing Vision-Language Models through Human Interactions
  4. ICML 2023Improving Visual Prompt Tuning for Self-supervised Vision Transformers
  5. ICML 2023Infinite Action Contextual Bandits with Reusable Data Exhaust
  6. ICML 2023Learning Intuitive Policies Using Action Features
  7. ICML 2023LIV: Language-Image Representations and Rewards for Robotic Control
  8. ICML 2023MAGANet: Achieving Combinatorial Generalization by Modeling a Group Action
  9. ICML 2023Multi-Environment Pretraining Enables Transfer to Action Limited Datasets
  10. ICML 2023Oscillation-free Quantization for Low-bit Vision Transformers
  11. ICML 2023PaLM-E: An Embodied Multimodal Language Model
  12. ICML 2023Quantum Policy Gradient Algorithm with Optimized Action Decoding
  13. ICML 2023Scaling Vision Transformers to 22 Billion Parameters
  14. ICML 2023Short-lived High-volume Bandits
  15. ICML 2023Ske2Grid: Skeleton-to-Grid Representation Learning for Action Recognition
  16. ICML 2023Tuning Computer Vision Models With Task Rewards
  17. ICML 2023Understanding and Defending Patched-based Adversarial Attacks for Vision Transformer
  18. ICML 2023Unifying Molecular and Textual Representations via Multi-task Language Modelling
  19. ICML 2023UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers
  20. NeurIPS 2023Active Vision Reinforcement Learning under Limited Visual Observability
  21. NeurIPS 2023Activity Grammars for Temporal Action Segmentation
  22. NeurIPS 2023Adaptive Contextual Perception: How To Generalize To New Backgrounds and Ambiguous Objects
  23. NeurIPS 2023AiluRus: A Scalable ViT Framework for Dense Prediction
  24. NeurIPS 2023Are Diffusion Models Vision-And-Language Reasoners?
  25. NeurIPS 2023Auslan-Daily: Australian Sign Language Translation for Daily Communication and News
  26. NeurIPS 2023AVIS: Autonomous Visual Information Seeking with Large Language Model Agent
  27. NeurIPS 2023AVOIDDS: Aircraft Vision-based Intruder Detection Dataset and Simulator
  28. NeurIPS 2023Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models
  29. NeurIPS 2023BERT Lost Patience Won't Be Robust to Adversarial Slowdown
  30. NeurIPS 2023Brain encoding models based on multimodal transformers can transfer across language and vision
  31. NeurIPS 2023Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition
  32. NeurIPS 2023Bypassing the Simulator: Near-Optimal Adversarial Linear Contextual Bandits
  33. NeurIPS 2023Category-Extensible Out-of-Distribution Detection via Hierarchical Context Descriptions
  34. NeurIPS 2023Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models
  35. NeurIPS 2023Clifford Group Equivariant Neural Networks
  36. NeurIPS 2023Coherent Soft Imitation Learning
  37. NeurIPS 2023Compressed Video Prompt Tuning
  38. NeurIPS 2023ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text Translation
  39. NeurIPS 2023Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities
  40. NeurIPS 2023Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP
  41. NeurIPS 2023DataComp: In search of the next generation of multimodal datasets
  42. NeurIPS 2023DesCo: Learning Object Recognition with Rich Language Descriptions
  43. NeurIPS 2023DiffVL: Scaling Up Soft Body Manipulation using Vision-Language Driven Differentiable Physics
  44. NeurIPS 2023Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models
  45. NeurIPS 2023Diversify Your Vision Datasets with Automatic Diffusion-based Augmentation
  46. NeurIPS 2023Efficient Batched Algorithm for Contextual Linear Bandits with Large Action Space via Soft Elimination
  47. NeurIPS 2023EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding
  48. NeurIPS 2023EmbodiedGPT: Vision-Language Pre-Training via Embodied Chain of Thought
  49. NeurIPS 2023Enhancing CLIP with CLIP: Exploring Pseudolabeling for Limited-Label Prompt Tuning
  50. NeurIPS 2023Enhancing Motion Deblurring in High-Speed Scenes with Spike Streams

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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