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cs.LG2024
Tropical Decision Boundaries for Neural Networks Are Robust Against Adversarial Attacks
Kurt Pasque, Christopher Teska, Ruriko Yoshida +2
We introduce a simple, easy to implement, and computationally efficient tropical convolutional neural network architecture that is robust against adversarial attacks. We exploit th…
cs.LG2021
Tropical Support Vector Machines: Evaluations and Extension to Function Spaces
Ruriko Yoshida, Misaki Takamori, Hideyuki Matsumoto +1
Support Vector Machines (SVMs) are one of the most popular supervised learning models to classify using a hyperplane in an Euclidean space. Similar to SVMs, tropical SVMs classify…