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 16 / 33 页

751. CVPR 2025From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration
752. CVPR 2025GEM: A Generalizable Ego-Vision Multimodal World Model for Fine-Grained Ego-Motion, Object Dynamics, and Scene Composition Control
753. CVPR 2025Generating 6DoF Object Manipulation Trajectories from Action Description in Egocentric Vision
754. CVPR 2025Graph Neural Network Combining Event Stream and Periodic Aggregation for Low-Latency Event-based Vision
755. CVPR 2025H-MoRe: Learning Human-centric Motion Representation for Action Analysis
756. CVPR 2025HalLoc: Token-level Localization of Hallucinations for Vision Language Models
757. CVPR 2025Heterogeneous Skeleton-Based Action Representation Learning
758. CVPR 2025HiRes-LLaVA: Restoring Fragmentation Input in High-Resolution Large Vision-Language Models
759. CVPR 2025HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding
760. CVPR 2025Hyperbolic Safety-Aware Vision-Language Models
761. CVPR 2025Identifying and Mitigating Position Bias of Multi-image Vision-Language Models
762. CVPR 2025Improving Visual and Downstream Performance of Low-Light Enhancer with Vision Foundation Models Collaboration
763. CVPR 2025It's a (Blind) Match! Towards Vision-Language Correspondence without Parallel Data
764. CVPR 2025LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models
765. CVPR 2025Libra-Merging: Importance-redundancy and Pruning-merging Trade-off for Acceleration Plug-in in Large Vision-Language Model
766. CVPR 2025LibraGrad: Balancing Gradient Flow for Universally Better Vision Transformer Attributions
767. CVPR 2025LLAVIDAL: A Large LAnguage VIsion Model for Daily Activities of Living
768. CVPR 2025Mamba-Reg: Vision Mamba Also Needs Registers
769. CVPR 2025MambaOut: Do We Really Need Mamba for Vision?
770. CVPR 2025MambaVision: A Hybrid Mamba-Transformer Vision Backbone
771. CVPR 2025MambaVLT: Time-Evolving Multimodal State Space Model for Vision-Language Tracking
772. CVPR 2025MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation
773. CVPR 2025MAP: Unleashing Hybrid Mamba-Transformer Vision Backbone's Potential with Masked Autoregressive Pretraining
774. CVPR 2025MBQ: Modality-Balanced Quantization for Large Vision-Language Models
775. CVPR 2025MDP: Multidimensional Vision Model Pruning with Latency Constraint
776. CVPR 2025MIMO: A Medical Vision Language Model with Visual Referring Multimodal Input and Pixel Grounding Multimodal Output
777. CVPR 2025Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key
778. CVPR 2025Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention
779. CVPR 2025Modeling Multiple Normal Action Representations for Error Detection in Procedural Tasks
780. CVPR 2025Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models
781. CVPR 2025MoManipVLA: Transferring Vision-language-action Models for General Mobile Manipulation
782. CVPR 2025Multimodal Autoregressive Pre-training of Large Vision Encoders
783. CVPR 2025NLPrompt: Noise-Label Prompt Learning for Vision-Language Models
784. CVPR 2025Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models
785. CVPR 2025Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection
786. CVPR 2025O-TPT: Orthogonality Constraints for Calibrating Test-time Prompt Tuning in Vision-Language Models
787. CVPR 2025Object-Centric Prompt-Driven Vision-Language-Action Model for Robotic Manipulation
788. CVPR 2025Olympus: A Universal Task Router for Computer Vision Tasks
789. CVPR 2025Once-Tuning-Multiple-Variants: Tuning Once and Expanded as Multiple Vision-Language Model Variants
790. CVPR 2025Optimus-2: Multimodal Minecraft Agent with Goal-Observation-Action Conditioned Policy
791. CVPR 2025PARC: A Quantitative Framework Uncovering the Symmetries within Vision Language Models
792. CVPR 2025PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies
793. CVPR 2025Phoenix: A Motion-based Self-Reflection Framework for Fine-grained Robotic Action Correction
794. CVPR 2025Post-pre-training for Modality Alignment in Vision-Language Foundation Models
795. CVPR 2025Prompt-CAM: Making Vision Transformers Interpretable for Fine-Grained Analysis
796. CVPR 2025PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models
797. CVPR 2025R2C: Mapping Room to Chessboard to Unlock LLM As Low-Level Action Planner
798. CVPR 2025RADIOv2.5: Improved Baselines for Agglomerative Vision Foundation Models
799. CVPR 2025RC-AutoCalib: An End-to-End Radar-Camera Automatic Calibration Network
800. CVPR 2025Realistic Test-Time Adaptation of Vision-Language Models

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。