Vision-Language-Action papers, 2023–2026
VLA and end-to-end driving
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 1,639 papers are tagged with this topic.
Key findings
- Vision-Language-Action went from 257 papers in 2023 to 708 in 2026, roughly 2.8x in three years.
- CVPR publishes the most Vision-Language-Action work: 640 papers from 2023 to 2026, 39% of the four-venue total.
- The fastest-growing overlap is with Applications · computer vision: papers tagged with both rose from 21 in 2023 to 135 in 2026.
- Among the 5 topics under Robotics and Embodied AI, it ranks #1 by 2026 paper count; the fastest grower in the group, Humanoid Control, is up 3.8x versus 2.8x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 88 | 30 | 34 | 105 | 257 |
| 2024 | 108 | 29 | 62 | 130 | 329 |
| 2025 | 108 | 64 | 33 | 140 | 345 |
| 2026 | 204 | 113 | 126 | 265 | 708 |
Representative papers
Spread across years and venues so every edition shows up
- 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
All Vision-Language-Action papers
236 papers, page 1 of 5
- ICLR 2026A Primer on SO(3) Action Representations in Deep Reinforcement Learning
- ICLR 2026ACPBench Hard: Unrestrained Reasoning about Action, Change, and Planning
- ICLR 2026Action Chunking and Data Augmentation Yield Exponential Improvements in Behavior Cloning for Continuous Spaces
- ICLR 2026Action-aware Dynamic Pruning for Efficient Vision-Language-Action Manipulation
- ICLR 2026Action-Free Offline-To-Online RL via Discretised State Policies
- ICLR 2026Action-Guided Attention for Video Action Anticipation
- ICLR 2026Align-Then-stEer: Adapting the Vision-Language Action Models through Unified Latent Guidance
- ICLR 2026AutoBio: A Simulation and Benchmark for Robotic Automation in Digital Biology Laboratory
- ICLR 2026AutoDrive-R²: Incentivizing Reasoning and Self-Reflection Capacity for VLA Model in Autonomous Driving
- ICLR 2026AutoFly: Vision-Language-Action Model for UAV Autonomous Navigation in the Wild
- ICLR 2026AutoQVLA: Not All Channels Are Equal in Vision-Language-Action Model's Quantization
- ICLR 2026Beyond Markovian Drifts: Action-Biased Geometric Walks with Memory for Personalized Summarization
- ICLR 2026Breaking the Total Variance Barrier: Sharp Sample Complexity for Linear Heteroscedastic Bandits with Fixed Action Set
- ICLR 2026Can Vision-Language Models Answer Face to Face Questions in the Real-World?
- ICLR 2026Contractive Diffusion Policies: Robust Action Diffusion via Contractive Score-Based Sampling with Differential Equations
- ICLR 2026Curvature-Guided Task Synergy for Skeleton based Temporal Action Segmentation
- ICLR 2026D2E: Scaling Vision-Action Pretraining on Desktop Data for Transfer to Embodied AI
- ICLR 2026Decoupled Q-Chunking
- ICLR 2026Delving into Spectral Clustering with Vision-Language Representations
- ICLR 2026Demystifying Robot Diffusion Policies: Action Memorization and a Simple Lookup Table Alternative
- ICLR 2026DepthLM: Metric Depth from Vision Language Models
- ICLR 2026Detecting Misbehaviors of Large Vision-Language Models by Evidential Uncertainty Quantification
- ICLR 2026Discrete Diffusion for Reflective Vision-Language-Action Models in Autonomous Driving
- ICLR 2026Distributional Vision-Language Alignment by Cauchy-Schwarz Divergence
- ICLR 2026Distributions as Actions: A Unified Framework for Diverse Action Spaces
- ICLR 2026DriveVLA-W0: World Models Amplify Data Scaling Law in Autonomous Driving
- ICLR 2026Dynamic Multimodal Activation Steering for Hallucination Mitigation in Large Vision-Language Models
- ICLR 2026EAST: Early Action Prediction Sampling Strategy with Token Masking
- ICLR 2026EgoBrain: Synergizing Minds and Eyes For Human Action Understanding
- ICLR 2026Embodied Navigation Foundation Model
- ICLR 2026End-to-end Listen, Look, Speak and Act
- ICLR 2026FASTer: Toward Powerful and Efficient Autoregressive Vision–Language–Action Models with Learnable Action Tokenizer and Block-wise Decoding
- ICLR 2026Fed-Duet: Dual Expert-Orchestrated Framework for Continual Federated Vision-Language Learning
- ICLR 2026FETAL-GAUGE: A BENCHMARK FOR ASSESSING VISION-LANGUAGE MODELS IN FETAL ULTRASOUND
- ICLR 2026FlowAD: Ego-Scene Interactive Modeling for Autonomous Driving
- ICLR 2026From ``Sure" to ``Sorry": Detecting Jailbreak in Large Vision Language Model via JailNeurons
- ICLR 2026From Pixels to Semantics: Unified Facial Action Representation Learning for Micro-Expression Analysis
- ICLR 2026From Pixels to Words -- Towards Native Vision-Language Primitives at Scale
- ICLR 2026From Spatial to Actions: Grounding Vision-Language-Action Model in Spatial Foundation Priors
- ICLR 2026Ground Slow, Move Fast: A Dual-System Foundation Model for Generalizable Vision-Language Navigation
- ICLR 2026Hallucination-aware Intermediate Representation Editing in Large Vision-Lanugage Models
- ICLR 2026HAMLET: Switch Your Vision-Language-Action Model into a History-Aware Policy
- ICLR 2026Hybrid Training for Vision-Language-Action Models
- ICLR 2026iLLaVA: An Image is Worth Fewer Than 1/3 Input Tokens in Large Multimodal Models
- ICLR 2026Imitating the Truth: Attention-aware Truth-Guided Enhancement for Hallucination Mitigation in Large Vision-Language Models
- ICLR 2026Improving and Accelerating Offline RL in Large Discrete Action Spaces with Structured Policy Initialization
- ICLR 2026InnovatorBench: Evaluating Agents’ Ability to Conduct Innovative AI Research
- ICLR 2026Investigating Redundancy in Multimodal Large Language Models with Multiple Vision Encoders
- ICLR 2026IVC-Prune: Revealing the Implicit Visual Coordinates in LVLMs for Vision Token Pruning
- ICLR 2026Kaleidoscope: In-language Exams for Massively Multilingual Vision Evaluation
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FAQ
- How many Vision-Language-Action papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 1,639 in total: 257 in 2023, 329 in 2024, 345 in 2025, 708 in 2026.
- How many Vision-Language-Action papers are at NeurIPS 2026?
- NeurIPS 2026 has 204 Vision-Language-Action papers, versus 108 the year before.
- How many Vision-Language-Action papers are at ICLR 2026?
- ICLR 2026 has 113 Vision-Language-Action papers, versus 64 the year before.
- How many Vision-Language-Action papers are at ICML 2026?
- ICML 2026 has 126 Vision-Language-Action papers, versus 33 the year before.
- How many Vision-Language-Action papers are at CVPR 2026?
- CVPR 2026 has 265 Vision-Language-Action papers, versus 140 the year before.
- Which conference publishes the most Vision-Language-Action papers?
- CVPR, with 640 papers from 2023 to 2026.