4 papers
An entropic analogue of the MMS conjecture
Jianhang Ai, Ondřej Kuželka, Christos Pelekis
Let be a multiset consisting of real numbers such that and , and let be a positive integer. We s…
Concentration inequalities for the sum in sampling without replacement: an approach via majorization
Jianhang Ai, Ondřej Kuželka, Christos Pelekis
Let be a population consisting of real numbers whose sum is zero, and let be a positive integer. We sample elements from without replac…
Faster Repeated Evasion Attacks in Tree Ensembles
Lorenzo Cascioli, Laurens Devos, Ondřej Kuželka +1
Tree ensembles are one of the most widely used model classes. However, these models are susceptible to adversarial examples, i.e., slightly perturbed examples that elicit a mispred…
Jump-Diffusion Langevin Dynamics for Multimodal Posterior Sampling
Jacopo Guidolin, Vyacheslav Kungurtsev, Ondřej Kuželka
Bayesian methods of sampling from a posterior distribution are becoming increasingly popular due to their ability to precisely display the uncertainty of a model fit. Classical met…