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
1,639 papers, page 14 of 33
- NeurIPS 2026RotVLA: Rotational Latent Action for Vision-Language-Action Model
- NeurIPS 2026RPFQ-ViT: Rotated Phase-Frame Quantization for Extremely Low-Bit Weights in Vision Transformers
- NeurIPS 2026Say the Same, Act Differently: Text-Orthogonal Action Subspaces in Reasoning Vision-Language-Action Models
- NeurIPS 2026SchemaPose: RGB-Based Category-Level Pose Estimation with Parametric Category Schema
- NeurIPS 2026SEAR: Sample Efficient Action Chunking Reinforcement Learning
- NeurIPS 2026See it to Place it: Evolving Macro Placements with Vision Language Models
- NeurIPS 2026Segment and Select: Vision-Language Segmentation in 3D Scenarios
- NeurIPS 2026SelfCritic-VLA: Language as Intrinsic Critic for Vision Language Action Models in Autonomous Driving
- NeurIPS 2026Semantic Consistency of Vision Tokens: A Vision-Centric Perspective on Multimodal Large Language Models
- NeurIPS 2026Senses Wide Shut: A Representation-Action Gap in Omnimodal LLMs
- NeurIPS 2026SF-DST: Adapting Vision-Language Models for Anomaly Detection via Asymmetric Modulation and A-LoRA
- NeurIPS 2026Simple yet Effective Semi-supervised Knowledge Distillation from Vision-Language Models via Dual-Head Optimization
- NeurIPS 2026SimVLA: Attributing Gains in VLA Models Through Controlled Ablation
- NeurIPS 2026SOLA: A Structured Operator Library for Attention in Pretrained Vision Transformers
- NeurIPS 2026Sophon: A Procedural Diagnostic for Spatial Reasoning in Vision-Language Models
- NeurIPS 2026SP$^2$ec: Adaptive Self-Speculative Decoding for Vision-Language Models
- NeurIPS 2026Spatial Representation Distillation and Knowledge Routing for Vision-Language-Action Models
- NeurIPS 2026SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning
- NeurIPS 2026SPHQuant: Efficient extreme low bit weight quantization for Vision-Language Models
- NeurIPS 2026Stage-wise Attention-Guided Region Sequencing for Adversarial Attacks on Large Vision-Language Models
- NeurIPS 2026State-Action Selection in General Stochastic Games under Regularized Policy Gradient Methods
- NeurIPS 2026Static-Dynamic Disentanglement for Efficient Multi-Frame Vision-Language-Action Models
- NeurIPS 2026StreamPI: Streaming Multimodal Temporal Modeling for Vision-Language-Action Models
- NeurIPS 2026SurGe: Improved Surface Geometry in Point Maps
- NeurIPS 2026Task-Induced Riemannian Metrics for Vision Transformer Feature Spaces
- NeurIPS 2026The Sign Code: The Hidden Binary Nature of Deep Networks
- NeurIPS 2026Theory of Mind and Persuasion Beyond Conversation: Assessing the Capacity of LLMs to Induce Belief States via Planning and Action
- NeurIPS 2026Think Densely, Act Sparsely: Latent Expert Cognitive Chains for Vision-Language-Action Autonomous Driving
- NeurIPS 2026TopoCurve: Geometry-Aware Topology Reasoning via Bézier Curves in Autonomous Driving
- NeurIPS 2026Towards Effective and Transferable Physical Camouflage against Multi-View BEV-based 3D Perception in Autonomous Driving
- NeurIPS 2026Towards Generalizable Data Valuation: Learning an End-to-end Deep Model to Compute Shapley Values
- NeurIPS 2026Towards Reliable VLM Judges: State-Conditional Invariance and Presentation-Aware Diagnostics
- NeurIPS 2026TrAction: Action Recognition with Sparse Trajectories
- NeurIPS 2026Transferring Visual Explainability from Self-Explaining to Prediction-Only Vision Transformers via Task Arithmetic
- NeurIPS 2026Triggering Generalist Reasoning via Predictive Uncertainty for Dual-System VLA
- NeurIPS 2026Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation
- NeurIPS 2026Two-Fidelity Best-Action Identification for Stochastic Minimax Tree
- NeurIPS 2026Uncovering and Shaping the Latent Representation of 3D Scene Topology in Vision-Language Models
- NeurIPS 2026UNIVERSE: Unified Video Action Models for Autonomous Driving with Flexible Mask-Modulated Modality Generation
- NeurIPS 2026UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs
- NeurIPS 2026V1-Inspired Dynamic Vision System: A Bio-Plausible Video Embedding Framework with Decoupled Shape–Color Pathways and Long-Range Spatiotemporal Perception
- NeurIPS 2026VersaCamVLA: Camera-Configurable VLA Policies for Robotic Manipulation
- NeurIPS 2026VFIG: Vectorizing Complex Figures in SVG with Vision-Language Models
- NeurIPS 2026ViLo: LiDAR Localization with Vision-Language Priors
- NeurIPS 2026VIPER: An Expert-Curated Benchmark for Vision-Language Models in Veterinary Pathology
- NeurIPS 2026Vision Token Pruning via Query-Vision Interaction Decomposition
- NeurIPS 2026Vision Transformers Learn Gestalt-Like Figure-Ground Cues from Natural Images
- NeurIPS 2026Vision-Language Grounding as Bidirectional Concept Correspondence
- NeurIPS 2026Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation
- NeurIPS 2026VISTA: Support-Anchored Value Targeting for Fast Flow-Based Vision-Language-Action Policies
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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.