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stat.ML2026
Robust Transfer Learning with Side Information
Akram S. Awad, Shihab Ahmed, Yue Wang +1
Robust Markov Decision Processes (MDPs) address environmental shift through distributionally robust optimization (DRO) by finding an optimal worst-case policy within an uncertainty…
stat.ML2022
Distributionally Robust Domain Adaptation
Akram S. Awad, George K. Atia
Domain Adaptation (DA) has recently received significant attention due to its potential to adapt a learning model across source and target domains with mismatched distributions. Si…