视觉-语言-动作论文趋势 2023–2026

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。

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 1,639 篇，第 17 / 33 页

801. CVPR 2025Reproducible Vision-Language Models Meet Concepts Out of Pre-Training
802. CVPR 2025ResCLIP: Residual Attention for Training-free Dense Vision-language Inference
803. CVPR 2025Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector
804. CVPR 2025Revealing Key Details to See Differences: A Novel Prototypical Perspective for Skeleton-based Action Recognition
805. CVPR 2025ReVisionLLM: Recursive Vision-Language Model for Temporal Grounding in Hour-Long Videos
806. CVPR 2025RoboGround: Robotic Manipulation with Grounded Vision-Language Priors
807. CVPR 2025RoboSpatial: Teaching Spatial Understanding to 2D and 3D Vision-Language Models for Robotics
808. CVPR 2025Scaling Vision Pre-Training to 4K Resolution
809. CVPR 2025SceneTAP: Scene-Coherent Typographic Adversarial Planner against Vision-Language Models in Real-World Environments
810. CVPR 2025Seeing the Abstract: Translating the Abstract Language for Vision Language Models
811. CVPR 2025Semantic-guided Cross-Modal Prompt Learning for Skeleton-based Zero-shot Action Recognition
812. CVPR 2025ShowUI: One Vision-Language-Action Model for GUI Visual Agent
813. CVPR 2025Similarity-Guided Layer-Adaptive Vision Transformer for UAV Tracking
814. CVPR 2025SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment
815. CVPR 2025Skip Tuning: Pre-trained Vision-Language Models are Effective and Efficient Adapters Themselves
816. CVPR 2025SkySense-O: Towards Open-World Remote Sensing Interpretation with Vision-Centric Visual-Language Modeling
817. CVPR 2025SLADE: Shielding against Dual Exploits in Large Vision-Language Models
818. CVPR 2025SmartCLIP: Modular Vision-language Alignment with Identification Guarantees
819. CVPR 2025SOAP: Vision-Centric 3D Semantic Scene Completion with Scene-Adaptive Decoder and Occluded Region-Aware View Projection
820. CVPR 2025SOLAMI: Social Vision-Language-Action Modeling for Immersive Interaction with 3D Autonomous Characters
821. CVPR 2025SOLVE: Synergy of Language-Vision and End-to-End Networks for Autonomous Driving
822. CVPR 2025SPARC: Score Prompting and Adaptive Fusion for Zero-Shot Multi-Label Recognition in Vision-Language Models
823. CVPR 2025Spatiotemporal Decoupling for Efficient Vision-Based Occupancy Forecasting
824. CVPR 2025Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks
825. CVPR 2025Stochastic Human Motion Prediction with Memory of Action Transition and Action Characteristic
826. CVPR 2025SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation
827. CVPR 2025TAPT: Test-Time Adversarial Prompt Tuning for Robust Inference in Vision-Language Models
828. CVPR 2025Task-Aware Clustering for Prompting Vision-Language Models
829. CVPR 2025Taxonomy-Aware Evaluation of Vision-Language Models
830. CVPR 2025Temporal Action Detection Model Compression by Progressive Block Drop
831. CVPR 2025TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model
832. CVPR 2025VideoGEM: Training-free Action Grounding in Videos
833. CVPR 2025VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge
834. CVPR 2025Vision-Guided Action: Enhancing 3D Human Motion Prediction with Gaze-informed Affordance in 3D Scenes
835. CVPR 2025Vision-Language Embodiment for Monocular Depth Estimation
836. CVPR 2025Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks
837. CVPR 2025Vision-Language Model IP Protection via Prompt-based Learning
838. CVPR 2025Vision-Language Models Do Not Understand Negation
839. CVPR 2025VisionPAD: A Vision-Centric Pre-training Paradigm for Autonomous Driving
840. CVPR 2025VisionZip: Longer is Better but Not Necessary in Vision Language Models
841. CVPR 2025VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models
842. CVPR 2025VLMs-Guided Representation Distillation for Efficient Vision-Based Reinforcement Learning
843. CVPR 2025VLsI: Verbalized Layers-to-Interactions from Large to Small Vision Language Models
844. CVPR 2025Weakly Supervised Temporal Action Localization via Dual-Prior Collaborative Learning Guided by Multimodal Large Language Models
845. CVPR 2025What's in the Image? A Deep-Dive into the Vision of Vision Language Models
846. CVPR 2025Words or Vision: Do Vision-Language Models Have Blind Faith in Text?
847. CVPR 2025Your Large Vision-Language Model Only Needs A Few Attention Heads For Visual Grounding
848. CVPR 2025Zero-shot RGB-D Point Cloud Registration with Pre-trained Large Vision Model
849. ICLR 2025A Decade's Battle on Dataset Bias: Are We There Yet?
850. ICLR 2025Accessing Vision Foundation Models via ImageNet-1K

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。