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20212026
most citedFast gradient-free activation maximization for neurons in spiking neural networks

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math.AT2026

A data structure for quotient flag complexes

Konstantin Sorokin, Aleksandr Levin, Maxim Beketov +1

Vietoris-Rips filtrations, which are standard in topological data analysis, are flag complexes, and a simplex tree stores these without any attaching data. In this paper we ask wha…

cs.LG2026

Reparameterization through Coverings and Topological Weight Priors

Maxim Beketov, Pavel Snopov

We generalise the reparameterization trick (RT) applied in variational autoencoders (VAEs) letting these have latent spaces of non-trivial topology - i.e. that of base manifolds co…