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
255 papers, page 2 of 6
- ICML 2026HiMe: Hierarchical Embodied Memory for Long-Horizon Vision-Language-Action Control
- ICML 2026ImmersePro: End-to-End Stereo Video Synthesis Via Implicit Disparity Learning
- ICML 2026Implicit Action Chunking for Smooth Continuous Control
- ICML 2026Instruction Decomposition and Action Alignment for Vision-Language Navigation
- ICML 2026Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow
- ICML 2026KODA: Contrastive Representation Comparison and Alignment for Vision-Language Foundation Models
- ICML 2026LangForce: Bayesian Decomposition of Vision Language Action Models via Latent Action Queries
- ICML 2026Language Bias in LVLMs: From In-Depth Analysis to Simple and Effective Mitigation
- ICML 2026LARA: Latent Action Representation Alignment for Vision-Language-Action Models
- ICML 2026LARFT: Closing the Cognition-Action Gap for Length Instruction Following in Large Language Models
- ICML 2026Large Vision-Language Models Get Lost in Attention
- ICML 2026LAST: Bridging Vision-Language and Action Manifolds via Gromov-Wasserstein Alignment
- ICML 2026Learning High-Frequency Continuous Action Chunks in Latent Space
- ICML 2026Learning Latent Action World Models in the Wild
- ICML 2026Learning the Minimum Action Distance
- ICML 2026Left–Right Symmetry Breaking in CLIP-Style Vision-Language Models Trained on Synthetic Spatial-Relation Data
- ICML 2026Mirror Descent Actor Critic via Bounded Advantage Learning
- ICML 2026Mitigating the Modality Gap in Vision–Language Models with Fractal Spectral Geometry
- ICML 2026Mixture of Horizons in Action Chunking
- ICML 2026MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction
- ICML 2026Neural Implicit Action Fields: From Discrete Waypoints to Continuous Functions for Vision-Language-Action Models
- ICML 2026NeurVLA: Unleashing Failure-Handling Capability of Vision-Language-Action Models via Neural-Symbolic Reasoning
- ICML 2026Norm$\times$Direction: Restoring the Missing Query Norm in Vision Linear Attention
- ICML 2026Off-Policy Learning in Large Action Spaces: Optimization Matters More Than Estimation
- ICML 2026On the Adversarial Robustness of Large Vision-Language Models under Visual Token Compression
- ICML 2026Parameters as Experts: Adapting Vision Models with Dynamic Parameter Routing
- ICML 2026PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
- ICML 2026Pretrained Vision-Language-Action Models are Surprisingly Resistant to Forgetting in Continual Learning
- ICML 2026RADIO1D: Elastic Representations for Condensed Vision Modeling
- ICML 2026RealisMotion: Decomposed Human Motion Control and Video Generation in the World Space
- ICML 2026Reinforcement Learning with Action-Triggered Observations
- ICML 2026RePack then Refine: Efficient Diffusion Transformers with Vision Foundation Models
- ICML 2026Respecting Modality Gap in Post-hoc Out-of-distribution Detection with Pre-trained Vision-Language Models
- ICML 2026Rethinking Depth Pruning for Vision Transformers: A Heterogeneity-Aware Perspective
- ICML 2026Rethinking Serialization in Linear 3D Vision: Decoupling Anisotropic Geometry from Isotropic Semantics
- ICML 2026ReViT: Rotational-equivariant Vision Transformers for Neural PDE Solvers
- ICML 2026REViT: Roto-reflection Equivariant Convolutional Vision Transformer
- ICML 2026RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policies
- ICML 2026RoboOmni: Actions Are Just Another Modality for Vision-Language Models
- ICML 2026Robustifying Vision-Language Models via Test-Time Prompt Adaptation
- ICML 2026RoCA: Robust Cross-Domain End-to-End Autonomous Driving
- ICML 2026SCALE: Self-uncertainty Conditioned Adaptive Looking and Execution for Vision-Language-Action Models
- ICML 2026Scaling by Diversified Experience for Vision-Language-Action Models
- ICML 2026See What Matters: Differentiable Grid Sample Pruning for Generalizable Vision-Language-Action Model
- ICML 2026Seeing Realism from Simulation: Efficient Video Transfer for Vision-Language-Action Data Augmentation
- ICML 2026Self-Captioning Multimodal Interaction Tuning: Amplifying Exploitable Redundancies for Robust Vision Language Models
- ICML 2026Semantic Robustness Certification for Vision-Language Models
- ICML 2026SF-Mamba: Rethinking State Space Model for Vision
- ICML 2026SkelHCC: A Hyperbolic CLIP-Driven Cache Adaptation Framework for Skeleton-based One-Shot Action Recognition
- ICML 2026SkillNet: Hierarchical Skill Modeling for Compositional Generalization in Vision-Language Action 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.