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 33 / 33 页
- NeurIPS 2023Learning-to-Rank Meets Language: Boosting Language-Driven Ordering Alignment for Ordinal Classification
- NeurIPS 2023Leveraging Vision-Centric Multi-Modal Expertise for 3D Object Detection
- NeurIPS 2023Lightweight Vision Transformer with Bidirectional Interaction
- NeurIPS 2023LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
- NeurIPS 2023Lookaround Optimizer: $k$ steps around, 1 step average
- NeurIPS 2023LOVM: Language-Only Vision Model Selection
- NeurIPS 2023M3Exam: A Multilingual, Multimodal, Multilevel Benchmark for Examining Large Language Models
- NeurIPS 2023Mass-Producing Failures of Multimodal Systems with Language Models
- NeurIPS 2023Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias
- NeurIPS 2023MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers
- NeurIPS 2023Meta-Adapter: An Online Few-shot Learner for Vision-Language Model
- NeurIPS 2023MG-ViT: A Multi-Granularity Method for Compact and Efficient Vision Transformers
- NeurIPS 2023Multi-modal Queried Object Detection in the Wild
- NeurIPS 2023Normalization Layers Are All That Sharpness-Aware Minimization Needs
- NeurIPS 2023On Evaluating Adversarial Robustness of Large Vision-Language Models
- NeurIPS 2023On Occlusions in Video Action Detection: Benchmark Datasets And Training Recipes
- NeurIPS 2023PackQViT: Faster Sub-8-bit Vision Transformers via Full and Packed Quantization on the Mobile
- NeurIPS 2023Parts of Speech–Grounded Subspaces in Vision-Language Models
- NeurIPS 2023Patch n’ Pack: NaViT, a Vision Transformer for any Aspect Ratio and Resolution
- NeurIPS 2023Regularized Behavior Cloning for Blocking the Leakage of Past Action Information
- NeurIPS 2023Revealing the unseen: Benchmarking video action recognition under occlusion
- NeurIPS 2023Rewrite Caption Semantics: Bridging Semantic Gaps for Language-Supervised Semantic Segmentation
- NeurIPS 2023RIO: A Benchmark for Reasoning Intention-Oriented Objects in Open Environments
- NeurIPS 2023RoboCLIP: One Demonstration is Enough to Learn Robot Policies
- NeurIPS 2023Scattering Vision Transformer: Spectral Mixing Matters
- NeurIPS 2023Stable and low-precision training for large-scale vision-language models
- NeurIPS 2023State-Action Similarity-Based Representations for Off-Policy Evaluation
- NeurIPS 2023Text Promptable Surgical Instrument Segmentation with Vision-Language Models
- NeurIPS 2023Time Series as Images: Vision Transformer for Irregularly Sampled Time Series
- NeurIPS 2023Towards Label-free Scene Understanding by Vision Foundation Models
- NeurIPS 2023Type-to-Track: Retrieve Any Object via Prompt-based Tracking
- NeurIPS 2023UP-DP: Unsupervised Prompt Learning for Data Pre-Selection with Vision-Language Models
- NeurIPS 2023VCC: Scaling Transformers to 128K Tokens or More by Prioritizing Important Tokens
- NeurIPS 2023VidChapters-7M: Video Chapters at Scale
- NeurIPS 2023VisionLLM: Large Language Model is also an Open-Ended Decoder for Vision-Centric Tasks
- NeurIPS 2023VisIT-Bench: A Dynamic Benchmark for Evaluating Instruction-Following Vision-and-Language Models
- NeurIPS 2023VisoGender: A dataset for benchmarking gender bias in image-text pronoun resolution
- NeurIPS 2023VLATTACK: Multimodal Adversarial Attacks on Vision-Language Tasks via Pre-trained Models
- NeurIPS 2023Vocabulary-free Image Classification
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。