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 1,639 篇，第 4 / 33 页

  1. CVPR 2026PDCR Perception-Decomposed Confidence Reward for Vision-Language Reasoning
  2. CVPR 2026Percept-WAM Perception-Enhanced World-Awareness-Action Model for Robust End-to-End Autonomous Driving
  3. CVPR 2026Polyphony Diffusion-based Dual-Hand Action Segmentation with Alternating Vision Transformer and
  4. CVPR 2026PP-OCRv5 A Specialized 5M-Parameter Model Rivaling Billion-Parameter Vision-Language Models on
  5. CVPR 2026Prefill-Time Intervention for Mitigating Hallucination in Large Vision-Language Models
  6. CVPR 2026Principled Steering via Null-space Projection for Jailbreak Defense in Vision-Language
  7. CVPR 2026PRISM Learning a Shared Primitive Space for Transferable Skeleton Action
  8. CVPR 2026Probing and Bridging Geometry-Interaction Cues for Affordance Reasoning in Vision
  9. CVPR 2026Progress-Think Semantic Progress Reasoning for Vision-Language Navigation
  10. CVPR 2026Progressive Cross-Modal Causal Intervention for Long-Term Action Recognition
  11. CVPR 2026Prompt-Anchored Vision-Text Distillation for Lifelong Person Re-identification
  12. CVPR 2026PromptDepth Efficient and Promptable Geometric 3D Vision Model for Embodied
  13. CVPR 2026Prototypical Action Reasoning Facilitated by Vision-Language Alignment for Egocentric Action
  14. CVPR 2026Proxy3D Efficient 3D Representations for Vision-Language Models via Semantic Clustering
  15. CVPR 2026Prune2Drive A Plug-and-Play Framework for Accelerating Vision-Language Models in Autonomous
  16. CVPR 2026QUANTIPHY A Quantitative Benchmark Evaluating Physical Reasoning Abilities of Vision-Language
  17. CVPR 2026QuantVLA Scale-Calibrated Post-Training Quantization for Vision-Language-Action Models
  18. CVPR 2026QuietPrune Query-Guided Early Token Pruning for Vision-Language Models
  19. CVPR 2026Random Wins All Rethinking Grouping Strategies for Vision Tokens
  20. CVPR 2026RE-VLM Event-Augmented Vision-Language Model for Scene Understanding
  21. CVPR 2026Reading Your Actions Learning Generalizable Action Representations via Pre-training AEMG
  22. CVPR 2026ResAD Normalized Residual Trajectory Modeling for End-to-End Autonomous Driving
  23. CVPR 2026Residual Decoding Mitigating Hallucinations in Large Vision-Language Models via History-Aware
  24. CVPR 2026Rethinking Asymmetric Quantization Hidden Symmetry in Vision Model Weights
  25. CVPR 2026Rethinking Token Reduction for Large Vision-Language Models
  26. CVPR 2026Saliency-Driven Token Merging for Vision Transformers
  27. CVPR 2026Saliency-R1 Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment
  28. CVPR 2026Same or Not Enhancing Visual Perception in Vision-Language Models
  29. CVPR 2026SaPaVe Towards Active Perception and Manipulation in Vision-Language Action Models
  30. CVPR 2026Scaling Parallel Sequence Models to Vision Foundation Models
  31. CVPR 2026Scaling Test-Time Robustness of Vision-Language Models via Self-Critical Inference Framework
  32. CVPR 2026SCoRe Salience-Coverage Reduction for Vision Token Pruning in Vision-Language Models
  33. CVPR 2026SEA-Vision A Multilingual Benchmark for Comprehensive Document and Scene Text
  34. CVPR 2026See What I Mean Aligning Vision and Language Representations for
  35. CVPR 2026Seeing Clearly Reasoning Confidently Plug-and-Play Remedies for Vision Language Model
  36. CVPR 2026Seeing Motion Through Polarity for Event-based Action Recognition
  37. CVPR 2026SemanticVLA Towards Semantic Reasoning over Action Memorization via Synergistic Explicit
  38. CVPR 2026ShelfOcc Native 3D Supervision beyond LiDAR for Vision-Based Occupancy Estimation
  39. CVPR 2026SIF Semantically In-Distribution Fingerprints for Large Vision-Language Models
  40. CVPR 2026SigLino Efficient Multi-Teacher Distillation for Agglomerative Vision Foundation Models
  41. CVPR 2026SIMPACT Simulation-Enabled Action Planning using Vision-Language Models
  42. CVPR 2026Simple-ViLMedSAM Simple Text Prompts Meet Vision-Language Models for Medical Image
  43. CVPR 2026SineProject Machine Unlearning for Stable Vision-Language Alignment
  44. CVPR 2026SkeletonContext Skeleton-side Context Prompt Learning for Zero-Shot Skeleton-based Action Recognition
  45. CVPR 2026SMV-EAR Bring Spatiotemporal Multi-View Representation Learning into Efficient Event-Based Action
  46. CVPR 2026SpaceMind Camera-Guided Modality Fusion for Spatial Reasoning in Vision-Language Models
  47. CVPR 2026SpatiaLQA A Benchmark for Evaluating Spatial Logical Reasoning in Vision-Language
  48. CVPR 2026Spatio-Temporal Difference Guided Motion Deblurring with the Complementary Vision Sensor
  49. CVPR 2026Spectral Scalpel Amplifying Adjacent Action Discrepancy via Frequency-Selective Filtering for
  50. CVPR 2026SpeeDiff Scalable Pixel-Anchored End-to-End Latent Diffusion Model

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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