1.6k citations · 1.8k across the 18 of their papers we have counts for
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stat.ML2014★ 14 cited
PAC-Bayes Mini-tutorial: A Continuous Union Bound
Tim van Erven
When I first encountered PAC-Bayesian concentration inequalities they seemed to me to be rather disconnected from good old-fashioned results like Hoeffding's and Bernstein's inequa…
stat.ML2014★ 57 cited
A Second-order Bound with Excess Losses
Pierre Gaillard, Gilles Stoltz, Tim Van Erven
We study online aggregation of the predictions of experts, and first show new second-order regret bounds in the standard setting, which are obtained via a version of the Prod algor…