2 papers
math.NA2026
On the submatrices with the best-bounded inverses
Richik Sengupta, Mikhail Pautov
The following hypothesis was formulated by Goreinov, Tyrtyshnikov, and Zamarashkin in \cite{goreinov1997theory}. If is real matrix with the orthonormal columns $(n>…
cs.LG2021
CC-Cert: A Probabilistic Approach to Certify General Robustness of Neural Networks
Mikhail Pautov, Nurislam Tursynbek, Marina Munkhoeva +3
In safety-critical machine learning applications, it is crucial to defend models against adversarial attacks -- small modifications of the input that change the predictions. Beside…