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cs.LG2026
Oracle-Efficient Online Classification with Stochastic Inputs and Adversarial Outputs
Gon Buzaglo, Elad Hazan
We consider binary prediction with i.i.d. contexts from an unknown distribution and adaptively chosen losses. We show that a simple Follow-the-Perturbed-Leader algorithm using a Ga…
cs.LG2026
Convergence of Continual Learning in Homogeneous Deep Networks
Matan Schliserman, Gon Buzaglo, Itay Evron +1
We characterize weakly regularized continual classification in homogeneous models as sequential projections onto task margin sets. This result generalizes prior analyses restricted…