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 FoldQuantVLA: Native Low-Bit Quantization of Vision-Language-Action Models via Consistent Folding.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Opt2VLA: Force-Aware Vision-Language-Action for Contact-Rich Humanoid Whole-Body Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Imagine-RL: Residual-Confidence-Guided Cross-Attention for World-Model-Augmented VLA Reinforcement Learning.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on CARE: Experience-Guided Atomic Corrective Execution for Vision-Language-Action Policies.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on ActiveArena: Benchmarking and Understanding Active Perception in Robotic Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on vla.simd: Efficient CPU Inference for Language-Conditioned Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on LIBERO-VPro: Benchmarking Closed-Loop Visual Robustness of Robotic Foundation Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Bridge3D: Enabling Vision-Language-Action Models to See and Act in 3D.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Think Like a World Model, Act Like a VLA: Distilling World-Model Representations into Compact Robot Policies.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on ReVeal: A Reconstruction-Aware Real-to-Sim Framework for VLA Policy Evaluation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on ForceRFT: Refining VLA Actions through Force-Guided Residual Reinforcement Learning.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on VLA-Scope: Shift-Aware Failure Prediction for Vision-Language-Action Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on A Sim-to-Real Integration Pipeline for Training and Deployment of Chunk-Based VLA Manipulation Policies.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on SafeStage: Evaluating Safety Before, During, and After Vision-Language-Conditioned Robot Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on FOCAL-VLA: Subtask-Guided Geometry Distillation and Implicit World Modeling for Vision-Language-Action Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on FAN: Foresight Action Normalization for Continual Adaptation of Vision-Language-Action Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on SynthDemo-RL: Breaking the Zero-Reward Barrier in VLA Adaptation with LLM-Guided Synthetic Demonstrations.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Outcome-Conditioned End-Effector Geometry Across Vision-Language-Action Policies.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on PSR: Predictive Sensorimotor Representation Learning for Contact-Rich Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on PRIME: Perception Feedback with Situational Memory Embeddings in VLA Models.
Engineering 5.0 · Research 7.0 · Business 4.0