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20242026
most citedMotion Tracks: A Unified Representation for Human-Robot Transfer in Few-Shot Imitation Learning

1 citations · 3 across the 11 of their papers we have counts for

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cs.RO2026

EigenDEXplore: Structured Exploration for Dexterous Manipulation with Human Priors

Harsh Gupta, Tyler Ga Wei Lum, Changhao Wang +4

Dexterous manipulation poses a challenging high-dimensional optimization problem, as useful behaviors require coordinated motion across many hand joints. In reinforcement learning…

cs.RO2026

MessyMem: Learning-from-Doing Memory for Mobile Manipulation

Anuva Banwasi, William Muckelroy, Priya Sundaresan +3

Mobile manipulators deployed across many rooms and visits should improve with experience: after discovering that a cabinet is locked or finding an object in a drawer, the robot sho…

cs.RO2026

One Demonstration, Many Objects: Generalizing Manipulation via Local Contact Geometry

Satvik Sharma, Samrat Sahoo, Huang Huang +4

Dexterous manipulation with multi-fingered robot hands promises human-level dexterity, but collecting large-scale dexterous robot hand data remains difficult. Learning from human d…

cs.RO2026

Mixture of Frames Policy: Multi-Frame Action Denoising for Bimanual Mobile Manipulation

Dian Wang, Jisang Park, Xiaomeng Xu +3

Robotic manipulation is inherently multi-frame: local actions may be simple in an end-effector frame, while transport, upright-object handling, and whole-body coordination are bett…

cs.RO2026

CHORUS: Decentralized Multi-Embodiment Collaboration with One VLA Policy

Ria Doshi, Tian Gao, Annie Chen +2

Multi-robot collaboration allows robots to efficiently take on a wide range of tasks, from moving a couch through a doorway to assembling structures on a construction site. However…