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
- 视觉-语言-动作论文从 2023 年的 257 篇增长到 2026 年的 708 篇,三年间扩大到约 2.8 倍。
- CVPR 是发视觉-语言-动作论文最多的会议,2023–2026 年共 640 篇,占四个会议总量的 39%。
- 交叉方向里涨得最快的是应用 · computer vision:同时属于两个主题的论文从 2023 年的 21 篇增至 2026 年的 135 篇。
- 在「机器人与具身」的 5 个主题里,它的 2026 年论文数排第 1;同组增长最快的人形控制是 3.8 倍,视觉-语言-动作是 2.8 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 88 | 30 | 34 | 105 | 257 |
| 2024 | 108 | 29 | 62 | 130 | 329 |
| 2025 | 108 | 64 | 33 | 140 | 345 |
| 2026 | 204 | 113 | 126 | 265 | 708 |
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
- NeurIPS 2026A Dual-Domain Vision Transformer with Spectral Positional Bias
- ICML 2026FOCA: Future-Oriented Conditioning for Data-Efficient Vision-Language-Action Adaptation
- ICLR 2026Curvature-Guided Task Synergy for Skeleton based Temporal Action Segmentation
- CVPR 2026ActAvatar Temporally-Aware Precise Action Control for Talking Avatars
- NeurIPS 2025Doodle to Detect: A Goofy but Powerful Approach to Skeleton-based Hand Gesture Recognition
- ICML 2025Feasible Action Search for Bandit Linear Programs via Thompson Sampling
- ICLR 2025Action Sequence Augmentation for Action Anticipation
- CVPR 2025Active Event-based Stereo Vision
- NeurIPS 2024GAIA: Rethinking Action Quality Assessment for AI-Generated Videos
- ICML 2024Causal Action Influence Aware Counterfactual Data Augmentation
- ICLR 2024Matrix Manifold Neural Networks++
- CVPR 2024End-to-End Spatio-Temporal Action Localisation with Video Transformers
- NeurIPS 2023Activity Grammars for Temporal Action Segmentation
- ICML 2023Algorithmic Collective Action in Machine Learning
- ICLR 2023A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity
- CVPR 20233Mformer: Multi-Order Multi-Mode Transformer for Skeletal Action Recognition
- NeurIPS 2026A Statistical Framework for Algorithmic Collective Action with Multiple Collectives
- ICML 2026From Abstraction to Instantiation: Learning Behavioral Representation for Vision-Language-Action Model
- ICLR 2026EAST: Early Action Prediction Sampling Strategy with Token Masking
- CVPR 2026DarkShake-DVS Event-based Human Action Recognition under Low-light and Shaking Camera
全部视觉-语言-动作论文
共 329 篇,第 7 / 7 页
- NeurIPS 2024RoboMamba: Efficient Vision-Language-Action Model for Robotic Reasoning and Manipulation
- NeurIPS 2024ScaleKD: Strong Vision Transformers Could Be Excellent Teachers
- NeurIPS 2024Scaling White-Box Transformers for Vision
- NeurIPS 2024Shadowcast: Stealthy Data Poisoning Attacks Against Vision-Language Models
- NeurIPS 2024Slicing Vision Transformer for Flexible Inference
- NeurIPS 2024SlimSAM: 0.1% Data Makes Segment Anything Slim
- NeurIPS 2024SUGARCREPE++ Dataset: Vision-Language Model Sensitivity to Semantic and Lexical Alterations
- NeurIPS 2024Taming "data-hungry" reinforcement learning? Stability in continuous state-action spaces
- NeurIPS 2024Temporally Consistent Atmospheric Turbulence Mitigation with Neural Representations
- NeurIPS 2024Text-Infused Attention and Foreground-Aware Modeling for Zero-Shot Temporal Action Detection
- NeurIPS 2024TrAct: Making First-layer Pre-Activations Trainable
- NeurIPS 2024Transformer Doctor: Diagnosing and Treating Vision Transformers
- NeurIPS 2024Unveil Benign Overfitting for Transformer in Vision: Training Dynamics, Convergence, and Generalization
- NeurIPS 2024Unveiling Encoder-Free Vision-Language Models
- NeurIPS 2024Unveiling the Hidden: Online Vectorized HD Map Construction with Clip-Level Token Interaction and Propagation
- NeurIPS 2024Unveiling the Tapestry of Consistency in Large Vision-Language Models
- NeurIPS 2024V-PETL Bench: A Unified Visual Parameter-Efficient Transfer Learning Benchmark
- NeurIPS 2024VHELM: A Holistic Evaluation of Vision Language Models
- NeurIPS 2024Vision Foundation Model Enables Generalizable Object Pose Estimation
- NeurIPS 2024Vision Mamba Mender
- NeurIPS 2024Vision Transformer Neural Architecture Search for Out-of-Distribution Generalization: Benchmark and Insights
- NeurIPS 2024VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks
- NeurIPS 2024Vista: A Generalizable Driving World Model with High Fidelity and Versatile Controllability
- NeurIPS 2024Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing
- NeurIPS 2024VLG-CBM: Training Concept Bottleneck Models with Vision-Language Guidance
- NeurIPS 2024What matters when building vision-language models?
- NeurIPS 2024WikiDO: A New Benchmark Evaluating Cross-Modal Retrieval for Vision-Language Models
- NeurIPS 2024Wormhole Loss for Partial Shape Matching
- NeurIPS 2024Yo'LLaVA: Your Personalized Language and Vision Assistant
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"}
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。