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HUG: Turning Everyday Human Grasps Into a Robot-Ready Prior

Collects 1M frames (27.8 hours) of egocentric human grasping video and trains a flow-matching model to predict and retarget hand poses to robots. Ach…

2 months ago

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SkillPlug: Teaching Robot Policies to Reuse the Moves Between Tasks

SkillPlug: Unsupervised Skill Mining for Few-Shot Adaptation in Robotic Manipulation

2 months ago

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Expand Before You Compress: TEAM-VLA's Training-Free Shortcut to Faster Robot Policies

Token Expand-Merge: Training-Free Token Compression for Vision-Language-Action Models

2 months ago

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One Policy, Three Bodies, Zero Messages: Inside CHORUS

Trains a single VLA policy that enables multiple heterogeneous robots to collaborate on complex manipulation tasks using only local observations and …

2 months ago

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Anchor the Semantics, Align the Actions: A Better Way to Fine-Tune VLAs

Proposes a VLA fine-tuning technique that preserves pretrained VLM representations while aligning language to actions, raising real-robot generalizat…

2 months ago

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Learning the Rule, Not the Gait: Stick-Insect Behavior as a Portable Robot Objective

Insect locomotion exhibits remarkable adaptability and flexibility despite the limited scale of its nervous system. However, the underlying principle…

2 months, 1 week ago

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Two Brains Under Pressure: How UnderwaterVLA Connects Language Models to AUV Control

The UnderwaterVLA dual-brain vision-language-action architecture enables robust autonomous underwater navigation

2 months, 1 week ago

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From Demo to Duty: RL-100's Real-World Reinforcement Learning Flywheel

Real-world robotic manipulation in homes and factories demands reliability, efficiency, and robustness that approach or surpass skilled human operato…

2 months, 1 week ago

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Distilling a Swarm into 158 Million Parameters: Inside MiniUAV-VLA

Coordinating multiple unmanned aerial vehicles (UAVs) for cooperative missions requires agents that perceive their environment, reason about objectiv…

2 months, 1 week ago

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Imagining Locomotion: Learning a Neural World Model for Legged Robots

A neural dynamics world model paired with model-free RL policies for quadruped and humanoid locomotion in IsaacLab, enabling long-horizon autoregress…

2 months, 1 week ago

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