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cs.LG2024
Computing Optimal Regularizers for Online Linear Optimization
Khashayar Gatmiry, Jon Schneider, Stefanie Jegelka
Follow-the-Regularized-Leader (FTRL) algorithms are a popular class of learning algorithms for online linear optimization (OLO) that guarantee sub-linear regret, but the choice of…
cs.LG2024
Adversarial Online Learning with Temporal Feedback Graphs
Khashayar Gatmiry, Jon Schneider
We study a variant of prediction with expert advice where the learner's action at round is only allowed to depend on losses on a specific subset of the rounds (where the struct…