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cs.LG2026
Online Prediction of Stochastic Sequences with High Probability Regret Bounds
Matthias Frey, Jonathan H. Manton, Jingge Zhu
We revisit the classical problem of universal prediction of stochastic sequences with a finite time horizon known to the learner. The question we investigate is whether it is p…
cs.LG2026
Block-Sample MAC-Bayes Generalization Bounds
Matthias Frey, Jingge Zhu, Michael C. Gastpar
We present a family of novel block-sample MAC-Bayes bounds (mean approximately correct). While PAC-Bayes bounds (probably approximately correct) typically give bounds for the gener…