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cs.RO2026
AffordGen: Generating Diverse Demonstrations for Generalizable Object Manipulation with Afford Correspondence
Jiawei Zhang, Kaizhe Hu, Yingqian Huang +3
Despite the recent success of modern imitation learning methods in robot manipulation, their performance is often constrained by geometric variations due to limited data diversity.…
cs.RO2025
GRACE: Generalizing Robot-Assisted Caregiving with User Functionality Embeddings
Ziang Liu, Yuanchen Ju, Yu Da +6
Robot caregiving should be personalized to meet the diverse needs of care recipients -- assisting with tasks as needed, while taking user agency in action into account. In physical…