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

每年论文数

各会议论文数

按年份和会议统计

视觉-语言-动作论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023883034105257
20241082962130329
20251086433140345
2026204113126265708

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

全部视觉-语言-动作论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 329 篇，第 4 / 7 页

  1. ICLR 2024Matrix Manifold Neural Networks++
  2. ICLR 2024Measuring Vision-Language STEM Skills of Neural Models
  3. ICLR 2024MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning
  4. ICLR 2024Nemesis: Normalizing the Soft-prompt Vectors of Vision-Language Models
  5. ICLR 2024Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy
  6. ICLR 2024Overcoming the Pitfalls of Vision-Language Model Finetuning for OOD Generalization
  7. ICLR 2024Skip-Attention: Improving Vision Transformers by Paying Less Attention
  8. ICLR 2024SpikePoint: An Efficient Point-based Spiking Neural Network for Event Cameras Action Recognition
  9. ICLR 2024Vision Transformers Need Registers
  10. ICML 2024A Contextual Combinatorial Bandit Approach to Negotiation
  11. ICML 2024A Touch, Vision, and Language Dataset for Multimodal Alignment
  12. ICML 2024AD3: Implicit Action is the Key for World Models to Distinguish the Diverse Visual Distractors
  13. ICML 2024Amend to Alignment: Decoupled Prompt Tuning for Mitigating Spurious Correlation in Vision-Language Models
  14. ICML 2024An Embodied Generalist Agent in 3D World
  15. ICML 2024An Empirical Study Into What Matters for Calibrating Vision-Language Models
  16. ICML 2024Beyond Sole Strength: Customized Ensembles for Generalized Vision-Language Models
  17. ICML 2024Candidate Pseudolabel Learning: Enhancing Vision-Language Models by Prompt Tuning with Unlabeled Data
  18. ICML 2024Careful with that Scalpel: Improving Gradient Surgery with an EMA
  19. ICML 2024Causal Action Influence Aware Counterfactual Data Augmentation
  20. ICML 2024COALA: A Practical and Vision-Centric Federated Learning Platform
  21. ICML 2024Connecting the Dots: Collaborative Fine-tuning for Black-Box Vision-Language Models
  22. ICML 2024CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers
  23. ICML 2024Data-efficient Large Vision Models through Sequential Autoregression
  24. ICML 2024Diagnosing the Compositional Knowledge of Vision Language Models from a Game-Theoretic View
  25. ICML 2024Enhancing Value Function Estimation through First-Order State-Action Dynamics in Offline Reinforcement Learning
  26. ICML 2024Enhancing Vision Transformer: Amplifying Non-Linearity in Feedforward Network Module
  27. ICML 2024ERQ: Error Reduction for Post-Training Quantization of Vision Transformers
  28. ICML 2024Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models
  29. ICML 2024Explaining Probabilistic Models with Distributional Values
  30. ICML 2024Exploring Intrinsic Dimension for Vision-Language Model Pruning
  31. ICML 2024Factored-Reward Bandits with Intermediate Observations
  32. ICML 2024Failures Are Fated, But Can Be Faded: Characterizing and Mitigating Unwanted Behaviors in Large-Scale Vision and Language Models
  33. ICML 2024Fast-Slow Test-Time Adaptation for Online Vision-and-Language Navigation
  34. ICML 2024FiT: Flexible Vision Transformer for Diffusion Model
  35. ICML 2024Fool Your (Vision and) Language Model with Embarrassingly Simple Permutations
  36. ICML 2024GeoReasoner: Geo-localization with Reasoning in Street Views using a Large Vision-Language Model
  37. ICML 2024How to Leverage Diverse Demonstrations in Offline Imitation Learning
  38. ICML 2024Image Fusion via Vision-Language Model
  39. ICML 2024Improving Interpretation Faithfulness for Vision Transformers
  40. ICML 2024In-Context Reinforcement Learning for Variable Action Spaces
  41. ICML 2024Investigating Pre-Training Objectives for Generalization in Vision-Based Reinforcement Learning
  42. ICML 2024Learning Adaptive and View-Invariant Vision Transformer for Real-Time UAV Tracking
  43. ICML 2024Learning Exceptional Subgroups by End-to-End Maximizing KL-Divergence
  44. ICML 2024Libra: Building Decoupled Vision System on Large Language Models
  45. ICML 2024Machine Vision Therapy: Multimodal Large Language Models Can Enhance Visual Robustness via Denoising In-Context Learning
  46. ICML 2024Memory-Space Visual Prompting for Efficient Vision-Language Fine-Tuning
  47. ICML 2024Mimicking Better by Matching the Approximate Action Distribution
  48. ICML 2024MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI
  49. ICML 2024Model-based Reinforcement Learning for Parameterized Action Spaces
  50. ICML 2024Modeling Caption Diversity in Contrastive Vision-Language Pretraining

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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