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cs.LG2026
Classification with Abstention Under Class-Conditional Error Constraints
Mohammadreza M. Kalan, Yuyang Deng, Sanaz Hamidi
We study binary classification with abstention under separate class-conditional error constraints, with the objective of minimizing abstention while keeping both errors below presc…
cs.LG2025
Neyman-Pearson Classification under Both Null and Alternative Distributions Shift
Mohammadreza M. Kalan, Yuyang Deng, Eitan J. Neugut +1
We consider the problem of transfer learning in Neyman-Pearson classification, where the objective is to minimize the error w.r.t. a distribution , subject to the constraint t…
cs.LG2024
Collaborative Learning with Different Labeling Functions
Yuyang Deng, Mingda Qiao
We study a variant of Collaborative PAC Learning, in which we aim to learn an accurate classifier for each of the data distributions, while minimizing the number of samples dra…