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Mingchen Song

3 accepted papers

2026

EnergyAction: Unimanual to Bimanual Composition with Energy-Based Models

CVPR 2026

Recent advances in unimanual manipulation policies have achieved remarkable success across diverse robotic tasks through abundant training data and well-established model architectures. However, extending these capabilities to bimanual manipulation remains challenging due to the lack of bimanual dem

Cited by 0SourcecodeScholar
2026

EnsembleVLA: Ensemble Learning for Vision-Language Action Models

ICML 2026poster

Diverse Vision-language-action (VLA) models have been proposed and demonstrated remarkable capabilities in robotic manipulation. However, how to effectively ensemble VLAs to further enhance performance remains largely unexplored, as conventional ensemble techniques designed for discriminative tasks …

Cited by 0SourceScholar