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cs.LG2025
Bridging conformal prediction and scenario optimization
Niall O'Sullivan, Licio Romao, Kostas Margellos
Conformal prediction and scenario optimization constitute two important classes of statistical learning frameworks to certify decisions made using data. They have found numerous ap…
cs.LG2024
Robust optimization for adversarial learning with finite sample complexity guarantees
André Bertolace, Konstatinos Gatsis, Kostas Margellos
Decision making and learning in the presence of uncertainty has attracted significant attention in view of the increasing need to achieve robust and reliable operations. In the cas…