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Woonsang Kang

2 accepted papers

2026

Communication-Efficient Module-Wise Federated Learning for Grasp Pose Detection in Cluttered Environments

RA-L 2026

Grasp pose detection (GPD) is a fundamental capability for robotic autonomy, but its reliance on large, diverse datasets creates significant data privacy and centralization challenges. Federated Learning (FL) offers a privacy-preserving solution, but its application to GPD is hindered by the substan

Cited by 0SourceScholar
2026

Communication-Efficient Module-Wise Federated Learning for Grasp Pose Detection in Cluttered Environments

ICRA 2026poster

Grasp pose detection (GPD) is a fundamental capability for robotic autonomy, but its reliance on large, diverse datasets creates significant data privacy and centralization challenges. Federated Learning (FL) offers a privacy-preserving solution, but its application to GPD is hindered by the substan…