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 1 / 7 页
- CVPR 2024A Pedestrian is Worth One Prompt: Towards Language Guidance Person Re-Identification
- CVPR 2024A Vision Check-up for Language Models
- CVPR 2024Action-slot: Visual Action-centric Representations for Multi-label Atomic Activity Recognition in Traffic Scenes
- CVPR 2024Active Prompt Learning in Vision Language Models
- CVPR 2024Adapting Short-Term Transformers for Action Detection in Untrimmed Videos
- CVPR 2024AHIVE: Anatomy-aware Hierarchical Vision Encoding for Interactive Radiology Report Retrieval
- CVPR 2024AM-RADIO: Agglomerative Vision Foundation Model Reduce All Domains Into One
- CVPR 2024Anchor-based Robust Finetuning of Vision-Language Models
- CVPR 2024ArGue: Attribute-Guided Prompt Tuning for Vision-Language Models
- CVPR 2024AUEditNet: Dual-Branch Facial Action Unit Intensity Manipulation with Implicit Disentanglement
- CVPR 2024Benchmarking the Robustness of Temporal Action Detection Models Against Temporal Corruptions
- CVPR 2024BEVSpread: Spread Voxel Pooling for Bird's-Eye-View Representation in Vision-based Roadside 3D Object Detection
- CVPR 2024BigGait: Learning Gait Representation You Want by Large Vision Models
- CVPR 2024BlockGCN: Redefine Topology Awareness for Skeleton-Based Action Recognition
- CVPR 2024Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters
- CVPR 2024Can't Make an Omelette Without Breaking Some Eggs: Plausible Action Anticipation Using Large Video-Language Models
- CVPR 2024Coherent Temporal Synthesis for Incremental Action Segmentation
- CVPR 2024ConCon-Chi: Concept-Context Chimera Benchmark for Personalized Vision-Language Tasks
- CVPR 2024Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering
- CVPR 2024COTR: Compact Occupancy TRansformer for Vision-based 3D Occupancy Prediction
- CVPR 2024CPR-Coach: Recognizing Composite Error Actions based on Single-class Training
- CVPR 2024Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework
- CVPR 2024Dense Vision Transformer Compression with Few Samples
- CVPR 2024Distilling Vision-Language Models on Millions of Videos
- CVPR 2024Do Vision and Language Encoders Represent the World Similarly?
- CVPR 2024DRESS: Instructing Large Vision-Language Models to Align and Interact with Humans via Natural Language Feedback
- CVPR 2024Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models
- CVPR 2024DUSt3R: Geometric 3D Vision Made Easy
- CVPR 2024Efficient Test-Time Adaptation of Vision-Language Models
- CVPR 2024Efficient Vision-Language Pre-training by Cluster Masking
- CVPR 2024EgoThink: Evaluating First-Person Perspective Thinking Capability of Vision-Language Models
- CVPR 2024End-to-End Spatio-Temporal Action Localisation with Video Transformers
- CVPR 2024End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames
- CVPR 2024Enhancing Vision-Language Pre-training with Rich Supervisions
- CVPR 2024ExACT: Language-guided Conceptual Reasoning and Uncertainty Estimation for Event-based Action Recognition and More
- CVPR 2024Explaining CLIP's Performance Disparities on Data from Blind/Low Vision Users
- CVPR 2024FACT: Frame-Action Cross-Attention Temporal Modeling for Efficient Action Segmentation
- CVPR 2024FairCLIP: Harnessing Fairness in Vision-Language Learning
- CVPR 2024FFF: Fixing Flawed Foundations in Contrastive Pre-Training Results in Very Strong Vision-Language Models
- CVPR 2024Finding Lottery Tickets in Vision Models via Data-driven Spectral Foresight Pruning
- CVPR 2024FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment
- CVPR 2024FineSports: A Multi-person Hierarchical Sports Video Dataset for Fine-grained Action Understanding
- CVPR 2024Florence-2: Advancing a Unified Representation for a Variety of Vision Tasks
- CVPR 2024Fooling Polarization-Based Vision using Locally Controllable Polarizing Projection
- CVPR 2024From Isolated Islands to Pangea: Unifying Semantic Space for Human Action Understanding
- CVPR 2024GeoChat: Grounded Large Vision-Language Model for Remote Sensing
- CVPR 2024Grounding Everything: Emerging Localization Properties in Vision-Language Transformers
- CVPR 2024HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models
- CVPR 2024HEAL-SWIN: A Vision Transformer On The Sphere
- CVPR 2024Instance-Aware Group Quantization for Vision Transformers
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。