Search Results for author: Alex Paskov

Found 2 papers, 1 papers with code

Holistic Deep Learning

1 code implementation29 Oct 2021 Dimitris Bertsimas, Kimberly Villalobos Carballo, Léonard Boussioux, Michael Lingzhi Li, Alex Paskov, Ivan Paskov

This paper presents a novel holistic deep learning framework that simultaneously addresses the challenges of vulnerability to input perturbations, overparametrization, and performance instability from different train-validation splits.

Adversarial Robustness

Learning High Order Feature Interactions with Fine Control Kernels

no code implementations9 Feb 2020 Hristo Paskov, Alex Paskov, Robert West

We provide a methodology for learning sparse statistical models that use as features all possible multiplicative interactions among an underlying atomic set of features.

Sparse Learning Vocal Bursts Intensity Prediction

Cannot find the paper you are looking for? You can Submit a new open access paper.