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cs.LG2022★ 1 cited
Multi-class Classification from Multiple Unlabeled Datasets with Partial Risk Regularization
Yuting Tang, Nan Lu, Tianyi Zhang +1
Recent years have witnessed a great success of supervised deep learning, where predictive models were trained from a large amount of fully labeled data. However, in practice, label…
cs.LG2021
Rethinking Importance Weighting for Transfer Learning
Nan Lu, Tianyi Zhang, Tongtong Fang +2
A key assumption in supervised learning is that training and test data follow the same probability distribution. However, this fundamental assumption is not always satisfied in pra…