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 ActFovea: Runtime Safeguarding for VLA Policies via Spatiotemporal Visual-Action Consistency.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on CLIFT: Turning Gemini Robotics On-Device into Humanoid Specialists via Non-Invasive Closed-Loop Iterative Fine-Tuning.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on WCM: A World Critic Model for Vision-Language-Action Reinforcement Learning.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Self-Evolving Learning for Embodied AI with Criticality Model.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Cross-Embodiment Transfer via Behavior-Aligned Representations.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on RedFlow: Redirect Failure into Action-Level Corrections for Flow-matching VLA Policy.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on RoboBRIDGE: A Modular Framework for Bridging Policies to Robust Real-World Robotic Agents.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on RL$^2$-VLA: Adaptive RL Latent Compositional Steering with Test-Time Scaling for Vision-Language-Action Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Explicit Kinematic Guidance from Analytic Concepts for Vision-Language-Action Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on CheckVLA: Execution-Time Verification with Action-Conditioned World Model for Long-Horizon Mobile Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Route by Kinematics, Act by Observation: Kinematics-Supervised Expert Routing in MoE-Augmented VLA.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on DLAM: Distributional Latent Actions with Temporal Constraints.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on TurboVLA: Real-Time Vision-Language-Action Model at 32 Hz on an RTX 4090 with <1 GB VRAM.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on A Causality-aware Infer-diagnose-refine Framework for Test-time Modality Adaptation in VLA Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on HiFi-UMI: Learning Deployable Manipulation Policies from High-Fidelity UMI Data Alone.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on SAM3D-Guided Object-Centric Representation Alignment for Vision-Language-Action Models.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on DeVA: Decoupled Video-Action Model with physical guidance for robot policy learning.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on τ: Learning Touch-Augmented Vision-Language-Action Models from Future Visual Supervision.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on Data Pyramid for Embodied Manipulation.
Engineering 5.0 · Research 7.0 · Business 4.0
A robotics research paper on LabRobFail: A Benchmark for Robotic Failure Analysis in Chemical Self-driving Laboratories.
Engineering 5.0 · Research 7.0 · Business 4.0