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
204 papers, page 1 of 5
- NeurIPS 2026$\text{A}^3$-VLA: Automatic Perception-Guided Attention Alignment for Robot Manipulation
- NeurIPS 20263A-VLA: Abstraction-Aligned Action Learning for Vision-Language Agents in 3D Game Worlds
- NeurIPS 2026A Dual-Domain Vision Transformer with Spectral Positional Bias
- NeurIPS 2026A Latent World-Action Model with Jointly Aligned Reasoning
- NeurIPS 2026A Statistical Framework for Algorithmic Collective Action with Multiple Collectives
- NeurIPS 2026A systematic evaluation of vision-language models for observational astronomical reasoning tasks
- NeurIPS 2026ActionUNet: Improving Robustness of VLA Models with Efficient Multi-scale Fine-tuning
- NeurIPS 2026ActO: Extracting Action Representations from MLLM Embeddings for Video World Models
- NeurIPS 2026Actor-Accelerated Policy Dual Averaging for Reinforcement Learning in Continuous Action Spaces
- NeurIPS 2026ActQuant: Sub-4-bit Action-Guided Quantization for Vision-Language-Action Models
- NeurIPS 2026Adaptive Residual Quantization for Memory-Efficient Temporal Action Segmentation
- NeurIPS 2026APIVOT: Adaptive Planning with Interleaved Vision-Language Thoughts
- NeurIPS 2026Attention Alignment Between Humans and Vision-Language Models
- NeurIPS 2026Attention Transfer Is Not Universally Effective for Vision Transformers
- NeurIPS 2026Auditing Capsule Vision 2024: Within-Split Train-to-Validation Re-Exposure and a Kvasir-Channel Sensitivity Diagnostic
- NeurIPS 2026Automotive-ENV: Benchmarking Multimodal Models in Automotive Cockpit Environments
- NeurIPS 2026AVIS: Adaptive Test-Time Scaling for Vision–Language Models
- NeurIPS 2026Beyond Appearance Shifts: Task-Semantic Action Calibration for VLA Models
- NeurIPS 2026Beyond Bag-of-Words: Diagnosing Compositional Binding Failures in Vision-Language Models
- NeurIPS 2026Beyond Data Scaling: Representation-Centric Pre-training for Vision-Language-Action Models
- NeurIPS 2026Beyond Global Alignment: Structured Compositional Reasoning for Vision-Language Models
- NeurIPS 2026Beyond Sparse Captions: Aligning Slide-Level Text and Patch-Level Vision in Pathology
- NeurIPS 2026BLEND: Balancing Personalization vs. Generalization in Federated Vision–Language Models
- NeurIPS 2026Breaking the Grid: Distance-Guided Reinforcement Learning in Large Discrete Action Spaces
- NeurIPS 2026Bridging Scene Generation and Planning: Driving with World Model via Unifying Vision and Motion Representation
- NeurIPS 2026CausalDriveBench: Evaluating Causal Reasoning in Vision-Language-Action Models for Autonomous Driving
- NeurIPS 2026ChanSFormer: A Channel Agnostic Vision Transformer for Multi-Channel Cell Painting Images
- NeurIPS 2026Characterizing Universal Object Representations Across Vision Models
- NeurIPS 2026CIPHERGRID Benchmark: From Multimodal Rule Inference to Sequential Action
- NeurIPS 2026Clarification as Supervision: Reinforcement Learning for Vision-Language Interfaces
- NeurIPS 2026CofactVLA: Deconfounding Vision-Language-Action Models via Counterfactual Intervention
- NeurIPS 2026COHE: Auditing Non-Transitivity in Sample Difficulty Proxies for Vision Models
- NeurIPS 2026Comp$^2$VLM: A Hybrid Framework Combining Quantization and Lossless Compression for Efficient Vision-Language Models
- NeurIPS 2026Contextualized Evaluation of Vision Language Models through Dynamic Interviews
- NeurIPS 2026Continually Evolving Skill Knowledge in Vision Language Action Model
- NeurIPS 2026Counterfactual Instruction Grounding for Vision-Language-Action Models
- NeurIPS 2026Cracks in the Foundation: A Civil Infrastructure Dataset to Challenge Vision Foundation Models
- NeurIPS 2026CRAFT: Causal Responsibility and Failure Tracing in Medical Vision Language Models
- NeurIPS 2026CURE: Visual Reprogramming of Vision-Language Models under Limited Supervision
- NeurIPS 2026D-VLA: A High-Concurrency Distributed Asynchronous RL Framework for Vision-Language-Action Models
- NeurIPS 2026DataComp-VLM: Improved open datasets for Vision-Language Models
- NeurIPS 2026Decoupled Mode Connectivity for Base-to-Novel Generalization in Vision-Language Models
- NeurIPS 2026Differentiable Learning of Lifted Action Schemas for Classical Planning
- NeurIPS 2026Directional Confusions Reveal Divergent Inductive Biases Through Rate-Distortion Geometry in Human and Machine Vision
- NeurIPS 2026Disentangling Channel Semantics in Vision Transformers via Token Decorrelation and Composition-Aware Modulation
- NeurIPS 2026Disentangling Where and When: Factored Spatio-Temporal Explanations for Video Action Recognition
- NeurIPS 2026Diving-R1: Empowering Multimodal LLMs with Traceable Progressive Reasoning for Interpretable Diving Action Quality Assessment
- NeurIPS 2026Do Glimpse Policies See Like Humans? A Behavioral Audit Reveals Dissociated Viewing Priors in Classification-Trained Active Vision
- NeurIPS 2026DriveWAM: Video Generative Priors Enable Scalable World-Action Modeling for Autonomous Driving
- NeurIPS 2026DRScaffold: Boosting Dense-Scene Reasoning in Lightweight Vision Language Models
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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.