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cs.LG2026
Robustly Reliable Learning for Regression
Avrim Blum, Anh Tuan Nguyen
We introduce the problem of robustly reliable learning for the regression setting in adversarial environments. Given a test point , a training dataset of data poi…
cs.LG2026
Tight Bounds for Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function
Anh Tuan Nguyen, Viet Anh Nguyen
Data-driven algorithm design frames hyperparameter tuning as a statistical learning problem, but establishing generalization guarantees remains challenging due to the implicit, non…