← Search

Xiaoxiang Dong

2 accepted papers

2026

Cross-Modal Instructions for Robot Motion Generation

ICRA 2026poster

Teaching robots novel behaviors typically requires motion demonstrations via teleoperation or kinaesthetic teaching, that is, physically guiding the robot. While recent work has explored using human sketches to specify desired behaviors, data collection remains cumbersome, and demonstration datasets…

2026

Joint Flow Trajectory Optimization for Feasible Robot Motion Generation from Video Demonstrations

ICRA 2026poster

Learning from human video demonstrations offers a scalable alternative to teleoperation or kinesthetic teaching, but poses challenges for robot manipulators due to embodiment differences and joint feasibility constraints. We address this problem by proposing the Joint Flow Trajectory Optimization (J…