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Author

Andrew Jaeyong Choi

2 papers indexed here

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Review Oct 2026

MIM-VLA: Learning Physical Interaction Representations from Gripper Motor Feedback

Vision-language-action (VLA) policies infer grasp actions primarily from visual observations and robot state, but do not explicitly represent the physical response observed after contact. We present MIM-VLA, a motor-feedback-based architecture that encodes recent gripper current, position, velocity, and signal validity...

Jae-young Lee, Jiyeon Koo, Taehwa Kim et al. · 0 citations
Preprint Oct 2026

GeoBridge-VLA: Geometry-Aware Residual Adaptation for Vision-Language-Action Models

Vision-language-action (VLA) models encode semantic information from vision-language pretraining, but manipulation also requires precise spatial reasoning. We present GeoBridge-VLA, a two-stage method for learning geometric features from a pretrained VLA's frozen visual encoder and using them for action prediction. Sta...

Hyunjung Song, Kangmin Kim, Loren Jinsoo Um et al. · 0 citations

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