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 1 / 33 页

  1. CVPR 2026240FPS Stereo Vision from Monocular Mixed Spikes
  2. CVPR 20264DP-QA Scalable QA for 4D Perception in Vision Language Models
  3. CVPR 2026Abstract 3D Perception for Spatial Intelligence in Vision-Language Models
  4. CVPR 2026ACoT-VLA Action Chain-of-Thought for Vision-Language-Action Models
  5. CVPR 2026ActAvatar Temporally-Aware Precise Action Control for Talking Avatars
  6. CVPR 2026Action Motifs Self-Supervised Hierarchical Representation of Human Body Movements
  7. CVPR 2026Action-Sketcher From Reasoning to Action via Visual Sketches for Robotic
  8. CVPR 2026ActiveVLA Injecting Active Perception into Vision-Language-Action Models for Precise 3D
  9. CVPR 2026AdapAction Adaptive Target Action Backdoor Attack against GUI Agents
  10. CVPR 2026Adaptive Action Chunking at Inference-time for Vision-Language-Action Models
  11. CVPR 2026AdaptVision Efficient Vision-Language Models via Adaptive Visual Acquisition
  12. CVPR 2026AeroAgent A Vision-Physics-Decision Framework for Aerodynamic Vehicle Design
  13. CVPR 2026Aligning What Vision-Language Models See and Perceive with Adaptive Information
  14. CVPR 2026All Roads Lead to Rome Incentivizing Divergent Thinking in Vision-Language
  15. CVPR 2026ARC Is a Vision Problem
  16. CVPR 2026AT-VLA Adaptive Tactile Injection for Enhanced Feedback Reaction in Vision-Language-Action
  17. CVPR 2026AtomicVLA Unlocking the Potential of Atomic Skill Learning in Robots
  18. CVPR 2026AVA-VLA Improving Vision-Language-Action models with Active Visual Attention
  19. CVPR 2026AVION Aerial Vision-Language Instruction from Offline Teacher to Prompt-Tuned Network
  20. CVPR 2026AwareVLN Reasoning with Self-awareness for Vision-Language Navigation
  21. CVPR 2026b-CLIP Text-Conditioned Contrastive Learning for Multi-Granular Vision-Language Alignment
  22. CVPR 2026BabyVLM-V2 Toward Developmentally Grounded Pretraining and Benchmarking of Vision Foundation
  23. CVPR 2026Beyond 3D VQAs Injecting 3D Spatial Priors into Vision-Language Models
  24. CVPR 2026Beyond Binary Contrast Modeling Continuous Skeleton Action Spaces with Transitional
  25. CVPR 2026Beyond Layer-Wise Merging Chain-of-Merging for Vision-Language Models
  26. CVPR 2026Beyond Multiple Choice Verifiable OpenQA for Robust Vision-Language RFT
  27. CVPR 2026Beyond Single Images A Comprehensive Benchmark for Album-Level Vision-Language Understanding
  28. CVPR 2026Beyond Static Frames Temporal Aggregate-and-Restore Vision Transformer for Human Pose
  29. CVPR 2026Beyond Success Refining Elegant Robot Manipulation from Mixed-Quality Data via
  30. CVPR 2026Beyond the Golden Data Resolving the Motion-Vision Quality Dilemma via
  31. CVPR 2026BinaryAttention One-Bit QK-Attention for Vision and Diffusion Transformers
  32. CVPR 2026BiomedCCPL Causal Conditional Prompt Learning for Biomedical Vision-Language Models
  33. CVPR 2026Boosting Vision-Language-Action Finetuning with Feasible Action Neighborhood Prior
  34. CVPR 2026Bridging the 2D-3D Gap A Hierarchical Semantic-Geometric Map for Vision
  35. CVPR 2026BriMA Bridged Modality Adaptation for Multi-Modal Continual Action Quality Assessment
  36. CVPR 2026CapNav Benchmarking Vision Language Models on Capability-conditioned Indoor Navigation
  37. CVPR 2026CAPT Confusion-Aware Prompt Tuning for Reducing Vision-Language Misalignment
  38. CVPR 2026CausalVAD De-confounding End-to-End Autonomous Driving via Causal Intervention
  39. CVPR 2026CF-IPT Cross-Modal Fusion Interactive Prompt Tuning of Vision-Language Pre-Trained Model
  40. CVPR 2026CLAY Conditional Visual Similarity Modulation in Vision-Language Embedding Space
  41. CVPR 2026Cluster-Aware Neural Collapse Prompt Tuning for Long-Tailed Generalization of Vision-Language
  42. CVPR 2026Collaborative Multi-Mode Pruning for Vision-Language Models
  43. CVPR 2026Condensed Test-Time Adaptation of VLMs for Action Recognition
  44. CVPR 2026Counterfactual VLA Self-Reflective Vision-Language-Action Model with Adaptive Reasoning
  45. CVPR 2026Cross-Hand Latent Representation for Vision-Language-Action Models
  46. CVPR 2026CrossHOI-Bench A Unified Benchmark for HOI Evaluation across Vision-Language Models
  47. CVPR 2026CrossVL Complexity-Aware Feature Routing and Paired Curriculum for Cross-View Vision-Language
  48. CVPR 2026D3D-VLP Dynamic 3D Vision-Language-Planning Model for Embodied Grounding and Navigation
  49. CVPR 2026DarkShake-DVS Event-based Human Action Recognition under Low-light and Shaking Camera
  50. CVPR 2026DecoVLN Decoupling Observation Reasoning and Correction for Vision-and-Language Navigation

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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