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cs.RO2026

3PoinTr: 3D Point Tracks for Learning Manipulation from Unconstrained Human Videos

Adam Hung, Bardienus Pieter Duisterhof, Jeffrey Ichnowski

Learning manipulation policies from human videos could greatly reduce the need for expensive robot demonstrations, but existing approaches typically require restrictive assumptions…

cs.RO2025

AVO: Amortized Value Optimization for Contact Mode Switching in Multi-Finger Manipulation

Adam Hung, Fan Yang, Abhinav Kumar +4

Dexterous manipulation tasks often require switching between different contact modes, such as rolling, sliding, sticking, or non-contact contact modes. When formulating dexterous m…

cs.RO2025

MapExRL: Human-Inspired Indoor Exploration with Predicted Environment Context and Reinforcement Learning

Narek Harutyunyan, Brady Moon, Seungchan Kim +3

Path planning for robotic exploration is challenging, requiring reasoning over unknown spaces and anticipating future observations. Efficient exploration requires selecting budget-…

cs.RO2024

RoPotter: Toward Robotic Pottery and Deformable Object Manipulation with Structural Priors

Uksang Yoo, Adam Hung, Jonathan Francis +2

Humans are capable of continuously manipulating a wide variety of deformable objects into complex shapes. This is made possible by our intuitive understanding of material propertie…

cs.RO2024

SKOOTR: A SKating, Omni-Oriented, Tripedal Robot

Adam Joshua Hung, Challen Enninful Adu, Talia Y. Moore

In both animals and robots, locomotion capabilities are determined by the physical structure of the system. The majority of legged animals and robots are bilaterally symmetric, whi…