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 1,639 篇,第 27 / 33 页
- NeurIPS 2024Efficient Temporal Action Segmentation via Boundary-aware Query Voting
- NeurIPS 2024Enhancing Feature Diversity Boosts Channel-Adaptive Vision Transformers
- NeurIPS 2024Excluding the Irrelevant: Focusing Reinforcement Learning through Continuous Action Masking
- NeurIPS 2024Exploring Token Pruning in Vision State Space Models
- NeurIPS 2024Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method
- NeurIPS 2024Flexible Context-Driven Sensory Processing in Dynamical Vision Models
- NeurIPS 2024FlexPlanner: Flexible 3D Floorplanning via Deep Reinforcement Learning in Hybrid Action Space with Multi-Modality Representation
- NeurIPS 2024Flow Snapshot Neurons in Action: Deep Neural Networks Generalize to Biological Motion Perception
- NeurIPS 2024GAIA: Rethinking Action Quality Assessment for AI-Generated Videos
- NeurIPS 2024Hidden in Plain Sight: Evaluating Abstract Shape Recognition in Vision-Language Models
- NeurIPS 2024How many classifiers do we need?
- NeurIPS 2024HumanVLA: Towards Vision-Language Directed Object Rearrangement by Physical Humanoid
- NeurIPS 2024HydraViT: Stacking Heads for a Scalable ViT
- NeurIPS 2024Image2Struct: Benchmarking Structure Extraction for Vision-Language Models
- NeurIPS 2024Initializing Variable-sized Vision Transformers from Learngene with Learnable Transformation
- NeurIPS 2024InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD
- NeurIPS 2024IPO: Interpretable Prompt Optimization for Vision-Language Models
- NeurIPS 2024JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images
- NeurIPS 2024Latent Intrinsics Emerge from Training to Relight
- NeurIPS 2024Learning Action and Reasoning-Centric Image Editing from Videos and Simulation
- NeurIPS 2024Learning Group Actions on Latent Representations
- NeurIPS 2024Learning Optimal Lattice Vector Quantizers for End-to-end Neural Image Compression
- NeurIPS 2024Learning to Merge Tokens via Decoupled Embedding for Efficient Vision Transformers
- NeurIPS 2024Learning Where to Edit Vision Transformers
- NeurIPS 2024Linearly Decomposing and Recomposing Vision Transformers for Diverse-Scale Models
- NeurIPS 2024Localizing Memorization in SSL Vision Encoders
- NeurIPS 2024LookHere: Vision Transformers with Directed Attention Generalize and Extrapolate
- NeurIPS 2024LucidAction: A Hierarchical and Multi-model Dataset for Comprehensive Action Quality Assessment
- NeurIPS 2024Matryoshka Query Transformer for Large Vision-Language Models
- NeurIPS 2024MemVLT: Vision-Language Tracking with Adaptive Memory-based Prompts
- NeurIPS 2024Micro-Bench: A Microscopy Benchmark for Vision-Language Understanding
- NeurIPS 2024MSPE: Multi-Scale Patch Embedding Prompts Vision Transformers to Any Resolution
- NeurIPS 2024Multi-Object Hallucination in Vision Language Models
- NeurIPS 2024NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples
- NeurIPS 2024Not Just Object, But State: Compositional Incremental Learning without Forgetting
- NeurIPS 2024Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression
- NeurIPS 2024OmniJARVIS: Unified Vision-Language-Action Tokenization Enables Open-World Instruction Following Agents
- NeurIPS 2024On the Surprising Effectiveness of Attention Transfer for Vision Transformers
- NeurIPS 2024On the Use of Anchoring for Training Vision Models
- NeurIPS 2024Online Learning with Sublinear Best-Action Queries
- NeurIPS 2024OnlineTAS: An Online Baseline for Temporal Action Segmentation
- NeurIPS 2024OPEL: Optimal Transport Guided ProcedurE Learning
- NeurIPS 2024Private Attribute Inference from Images with Vision-Language Models
- NeurIPS 2024Q-VLM: Post-training Quantization for Large Vision-Language Models
- NeurIPS 2024QGFN: Controllable Greediness with Action Values
- NeurIPS 2024QT-ViT: Improving Linear Attention in ViT with Quadratic Taylor Expansion
- NeurIPS 2024QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model
- NeurIPS 2024RaVL: Discovering and Mitigating Spurious Correlations in Fine-Tuned Vision-Language Models
- NeurIPS 2024Recovering Complete Actions for Cross-dataset Skeleton Action Recognition
- NeurIPS 2024Recurrent neural network dynamical systems for biological vision
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。