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 345 篇，第 3 / 7 页

  1. CVPR 2025SceneTAP: Scene-Coherent Typographic Adversarial Planner against Vision-Language Models in Real-World Environments
  2. CVPR 2025Seeing the Abstract: Translating the Abstract Language for Vision Language Models
  3. CVPR 2025Semantic-guided Cross-Modal Prompt Learning for Skeleton-based Zero-shot Action Recognition
  4. CVPR 2025ShowUI: One Vision-Language-Action Model for GUI Visual Agent
  5. CVPR 2025Similarity-Guided Layer-Adaptive Vision Transformer for UAV Tracking
  6. CVPR 2025SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment
  7. CVPR 2025Skip Tuning: Pre-trained Vision-Language Models are Effective and Efficient Adapters Themselves
  8. CVPR 2025SkySense-O: Towards Open-World Remote Sensing Interpretation with Vision-Centric Visual-Language Modeling
  9. CVPR 2025SLADE: Shielding against Dual Exploits in Large Vision-Language Models
  10. CVPR 2025SmartCLIP: Modular Vision-language Alignment with Identification Guarantees
  11. CVPR 2025SOAP: Vision-Centric 3D Semantic Scene Completion with Scene-Adaptive Decoder and Occluded Region-Aware View Projection
  12. CVPR 2025SOLAMI: Social Vision-Language-Action Modeling for Immersive Interaction with 3D Autonomous Characters
  13. CVPR 2025SOLVE: Synergy of Language-Vision and End-to-End Networks for Autonomous Driving
  14. CVPR 2025SPARC: Score Prompting and Adaptive Fusion for Zero-Shot Multi-Label Recognition in Vision-Language Models
  15. CVPR 2025Spatiotemporal Decoupling for Efficient Vision-Based Occupancy Forecasting
  16. CVPR 2025Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks
  17. CVPR 2025Stochastic Human Motion Prediction with Memory of Action Transition and Action Characteristic
  18. CVPR 2025SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation
  19. CVPR 2025TAPT: Test-Time Adversarial Prompt Tuning for Robust Inference in Vision-Language Models
  20. CVPR 2025Task-Aware Clustering for Prompting Vision-Language Models
  21. CVPR 2025Taxonomy-Aware Evaluation of Vision-Language Models
  22. CVPR 2025Temporal Action Detection Model Compression by Progressive Block Drop
  23. CVPR 2025TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model
  24. CVPR 2025VideoGEM: Training-free Action Grounding in Videos
  25. CVPR 2025VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge
  26. CVPR 2025Vision-Guided Action: Enhancing 3D Human Motion Prediction with Gaze-informed Affordance in 3D Scenes
  27. CVPR 2025Vision-Language Embodiment for Monocular Depth Estimation
  28. CVPR 2025Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks
  29. CVPR 2025Vision-Language Model IP Protection via Prompt-based Learning
  30. CVPR 2025Vision-Language Models Do Not Understand Negation
  31. CVPR 2025VisionPAD: A Vision-Centric Pre-training Paradigm for Autonomous Driving
  32. CVPR 2025VisionZip: Longer is Better but Not Necessary in Vision Language Models
  33. CVPR 2025VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models
  34. CVPR 2025VLMs-Guided Representation Distillation for Efficient Vision-Based Reinforcement Learning
  35. CVPR 2025VLsI: Verbalized Layers-to-Interactions from Large to Small Vision Language Models
  36. CVPR 2025Weakly Supervised Temporal Action Localization via Dual-Prior Collaborative Learning Guided by Multimodal Large Language Models
  37. CVPR 2025What's in the Image? A Deep-Dive into the Vision of Vision Language Models
  38. CVPR 2025Words or Vision: Do Vision-Language Models Have Blind Faith in Text?
  39. CVPR 2025Your Large Vision-Language Model Only Needs A Few Attention Heads For Visual Grounding
  40. CVPR 2025Zero-shot RGB-D Point Cloud Registration with Pre-trained Large Vision Model
  41. ICLR 2025A Decade's Battle on Dataset Bias: Are We There Yet?
  42. ICLR 2025Accessing Vision Foundation Models via ImageNet-1K
  43. ICLR 2025Action abstractions for amortized sampling
  44. ICLR 2025Action Sequence Augmentation for Action Anticipation
  45. ICLR 2025ALBAR: Adversarial Learning approach to mitigate Biases in Action Recognition
  46. ICLR 2025Are Large Vision Language Models Good Game Players?
  47. ICLR 2025Asymmetric Factorized Bilinear Operation for Vision Transformer
  48. ICLR 2025Attribute-based Visual Reprogramming for Vision-Language Models
  49. ICLR 2025Bidirectional Decoding: Improving Action Chunking via Guided Test-Time Sampling
  50. ICLR 2025BlueSuffix: Reinforced Blue Teaming for Vision-Language Models Against Jailbreak Attacks

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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