VLA models connect visual perception, language instructions and robot actions for embodied AI systems.
Read foundational VLA papers, then compare robot datasets, open-source implementations, action tokenization and real-world deployment limitations.
A robotics research paper on ActPrune: Action-Grounded Visual Token Pruning for Efficient Vision-Language-Action Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on PRISM: Primitive Routing via In-context Skill Mixing for Retentive VLA Adaptation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on ODEAction: From Predicting Chunks to Evolving Actions.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on SURE:Spatiotemporal Uncertainty Representation for Efficient Vision-Language-Action Learning.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on On Agentic Manipulation Policies.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Q-OIL: Optimistic Exploration in Learning from Human Interventions.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Meituan-Robotics-0: A Vision-Language-Action Foundation Model for Desktop Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on VICTR: Value-Informed In-Context Learning for Vision-Language-Action Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on AffectiveVLA: Safe and Intent-Aware VLA Control for Human-Humanoid Social Interaction.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Concertina: Embodying Manipulation and Cognition in One Diffusion Vision-Language Model.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on SLA: Scaling Spatial-Language-Action Model via Continual Pre-training.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on T3R: Training-Free Two-Stage Token Refinement Towards Efficient and Robust VLA Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Failure Prediction and Classification in Vision-Language-Action Models Via Calibrated Latent Probing.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on OopsieRecover: Learning Transferable VLA Corrections from Semantic Interventions.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Can Astra Solve RoboMME without Breaking the Bank?.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on $A^3$-VLA: Automatic Perception-Guided Attention Alignment for Robot Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Robocasa-Mem: Benchmarking Environment and Process Memory in Long-Horizon Mobile Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on cuRoboV2-Fast: Fast Torque-Limited Collision-Free Motion Planning.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on From Pixels to Actions - Towards Native Vision-Language-Action Policies.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on MESA: An Evaluation Framework for Compositional, Semantic, and Spatial Generalization in Robotics.
Engineering 5.0 · Research 7.0 · Business 4.0