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 32 / 33 页
- ICML 2023UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers
- NeurIPS 2023Active Vision Reinforcement Learning under Limited Visual Observability
- NeurIPS 2023Activity Grammars for Temporal Action Segmentation
- NeurIPS 2023Adaptive Contextual Perception: How To Generalize To New Backgrounds and Ambiguous Objects
- NeurIPS 2023AiluRus: A Scalable ViT Framework for Dense Prediction
- NeurIPS 2023Are Diffusion Models Vision-And-Language Reasoners?
- NeurIPS 2023Auslan-Daily: Australian Sign Language Translation for Daily Communication and News
- NeurIPS 2023AVIS: Autonomous Visual Information Seeking with Large Language Model Agent
- NeurIPS 2023AVOIDDS: Aircraft Vision-based Intruder Detection Dataset and Simulator
- NeurIPS 2023Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models
- NeurIPS 2023BERT Lost Patience Won't Be Robust to Adversarial Slowdown
- NeurIPS 2023Brain encoding models based on multimodal transformers can transfer across language and vision
- NeurIPS 2023Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition
- NeurIPS 2023Bypassing the Simulator: Near-Optimal Adversarial Linear Contextual Bandits
- NeurIPS 2023Category-Extensible Out-of-Distribution Detection via Hierarchical Context Descriptions
- NeurIPS 2023Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models
- NeurIPS 2023Clifford Group Equivariant Neural Networks
- NeurIPS 2023Coherent Soft Imitation Learning
- NeurIPS 2023Compressed Video Prompt Tuning
- NeurIPS 2023ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text Translation
- NeurIPS 2023Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities
- NeurIPS 2023Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP
- NeurIPS 2023DataComp: In search of the next generation of multimodal datasets
- NeurIPS 2023DesCo: Learning Object Recognition with Rich Language Descriptions
- NeurIPS 2023DiffVL: Scaling Up Soft Body Manipulation using Vision-Language Driven Differentiable Physics
- NeurIPS 2023Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models
- NeurIPS 2023Diversify Your Vision Datasets with Automatic Diffusion-based Augmentation
- NeurIPS 2023Efficient Batched Algorithm for Contextual Linear Bandits with Large Action Space via Soft Elimination
- NeurIPS 2023EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding
- NeurIPS 2023EmbodiedGPT: Vision-Language Pre-Training via Embodied Chain of Thought
- NeurIPS 2023Enhancing CLIP with CLIP: Exploring Pseudolabeling for Limited-Label Prompt Tuning
- NeurIPS 2023Enhancing Motion Deblurring in High-Speed Scenes with Spike Streams
- NeurIPS 2023Exploring Diverse In-Context Configurations for Image Captioning
- NeurIPS 2023Exploring Geometry of Blind Spots in Vision models
- NeurIPS 2023Fast Attention Over Long Sequences With Dynamic Sparse Flash Attention
- NeurIPS 2023Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering
- NeurIPS 2023FlowPG: Action-constrained Policy Gradient with Normalizing Flows
- NeurIPS 2023For SALE: State-Action Representation Learning for Deep Reinforcement Learning
- NeurIPS 2023Frequency-Enhanced Data Augmentation for Vision-and-Language Navigation
- NeurIPS 2023From Pixels to UI Actions: Learning to Follow Instructions via Graphical User Interfaces
- NeurIPS 2023Generating Images with Multimodal Language Models
- NeurIPS 2023GenEval: An object-focused framework for evaluating text-to-image alignment
- NeurIPS 2023GraphAdapter: Tuning Vision-Language Models With Dual Knowledge Graph
- NeurIPS 2023Hardware Resilience Properties of Text-Guided Image Classifiers
- NeurIPS 2023Into the Single Cell Multiverse: an End-to-End Dataset for Procedural Knowledge Extraction in Biomedical Texts
- NeurIPS 2023Joint Attribute and Model Generalization Learning for Privacy-Preserving Action Recognition
- NeurIPS 2023LAMM: Language-Assisted Multi-Modal Instruction-Tuning Dataset, Framework, and Benchmark
- NeurIPS 2023Language Model Tokenizers Introduce Unfairness Between Languages
- NeurIPS 2023Large language models transition from integrating across position-yoked, exponential windows to structure-yoked, power-law windows
- NeurIPS 2023Learning Human Action Recognition Representations Without Real Humans
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。