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cs.LG2026
Epistemic Robust Offline Reinforcement Learning
Abhilash Reddy Chenreddy, Erick Delage
Offline reinforcement learning learns policies from fixed datasets without further environment interaction. A key challenge in this setting is epistemic uncertainty, arising from l…
cs.LG2024★ 1 cited
End-to-end Conditional Robust Optimization
Abhilash Chenreddy, Erick Delage
The field of Contextual Optimization (CO) integrates machine learning and optimization to solve decision making problems under uncertainty. Recently, a risk sensitive variant of CO…