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 9 / 11 页

  1. NeurIPS 2024Text-Infused Attention and Foreground-Aware Modeling for Zero-Shot Temporal Action Detection
  2. NeurIPS 2024TrAct: Making First-layer Pre-Activations Trainable
  3. NeurIPS 2024Transformer Doctor: Diagnosing and Treating Vision Transformers
  4. NeurIPS 2024Unveil Benign Overfitting for Transformer in Vision: Training Dynamics, Convergence, and Generalization
  5. NeurIPS 2024Unveiling Encoder-Free Vision-Language Models
  6. NeurIPS 2024Unveiling the Hidden: Online Vectorized HD Map Construction with Clip-Level Token Interaction and Propagation
  7. NeurIPS 2024Unveiling the Tapestry of Consistency in Large Vision-Language Models
  8. NeurIPS 2024V-PETL Bench: A Unified Visual Parameter-Efficient Transfer Learning Benchmark
  9. NeurIPS 2024VHELM: A Holistic Evaluation of Vision Language Models
  10. NeurIPS 2024Vision Foundation Model Enables Generalizable Object Pose Estimation
  11. NeurIPS 2024Vision Mamba Mender
  12. NeurIPS 2024Vision Transformer Neural Architecture Search for Out-of-Distribution Generalization: Benchmark and Insights
  13. NeurIPS 2024VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks
  14. NeurIPS 2024Vista: A Generalizable Driving World Model with High Fidelity and Versatile Controllability
  15. NeurIPS 2024Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing
  16. NeurIPS 2024VLG-CBM: Training Concept Bottleneck Models with Vision-Language Guidance
  17. NeurIPS 2024What matters when building vision-language models?
  18. NeurIPS 2024WikiDO: A New Benchmark Evaluating Cross-Modal Retrieval for Vision-Language Models
  19. NeurIPS 2024Wormhole Loss for Partial Shape Matching
  20. NeurIPS 2024Yo'LLaVA: Your Personalized Language and Vision Assistant
  21. NeurIPS 2023Active Vision Reinforcement Learning under Limited Visual Observability
  22. NeurIPS 2023Activity Grammars for Temporal Action Segmentation
  23. NeurIPS 2023Adaptive Contextual Perception: How To Generalize To New Backgrounds and Ambiguous Objects
  24. NeurIPS 2023AiluRus: A Scalable ViT Framework for Dense Prediction
  25. NeurIPS 2023Are Diffusion Models Vision-And-Language Reasoners?
  26. NeurIPS 2023Auslan-Daily: Australian Sign Language Translation for Daily Communication and News
  27. NeurIPS 2023AVIS: Autonomous Visual Information Seeking with Large Language Model Agent
  28. NeurIPS 2023AVOIDDS: Aircraft Vision-based Intruder Detection Dataset and Simulator
  29. NeurIPS 2023Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models
  30. NeurIPS 2023BERT Lost Patience Won't Be Robust to Adversarial Slowdown
  31. NeurIPS 2023Brain encoding models based on multimodal transformers can transfer across language and vision
  32. NeurIPS 2023Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition
  33. NeurIPS 2023Bypassing the Simulator: Near-Optimal Adversarial Linear Contextual Bandits
  34. NeurIPS 2023Category-Extensible Out-of-Distribution Detection via Hierarchical Context Descriptions
  35. NeurIPS 2023Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models
  36. NeurIPS 2023Clifford Group Equivariant Neural Networks
  37. NeurIPS 2023Coherent Soft Imitation Learning
  38. NeurIPS 2023Compressed Video Prompt Tuning
  39. NeurIPS 2023ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text Translation
  40. NeurIPS 2023Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities
  41. NeurIPS 2023Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP
  42. NeurIPS 2023DataComp: In search of the next generation of multimodal datasets
  43. NeurIPS 2023DesCo: Learning Object Recognition with Rich Language Descriptions
  44. NeurIPS 2023DiffVL: Scaling Up Soft Body Manipulation using Vision-Language Driven Differentiable Physics
  45. NeurIPS 2023Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models
  46. NeurIPS 2023Diversify Your Vision Datasets with Automatic Diffusion-based Augmentation
  47. NeurIPS 2023Efficient Batched Algorithm for Contextual Linear Bandits with Large Action Space via Soft Elimination
  48. NeurIPS 2023EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding
  49. NeurIPS 2023EmbodiedGPT: Vision-Language Pre-Training via Embodied Chain of Thought
  50. NeurIPS 2023Enhancing CLIP with CLIP: Exploring Pseudolabeling for Limited-Label Prompt Tuning

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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