Ismail Alkhouri

A Differentiable Approach to Combinatorial Optimization using Dataless\n Neural Networks

2022 · arXiv (Cornell University)

The success of machine learning solutions for reasoning about discrete\nstructures has brought attention to its adoption within combinatorial\noptimization algorithms. Such approaches generally rely on supervised learning\nby leveraging datasets of the combinatorial structures of interest drawn …

BOSS: Bidirectional One-Shot Synthesis of Adversarial Examples

2021 · arXiv (Cornell University)

The design of additive imperceptible perturbations to the inputs of deep classifiers to maximize their misclassification rates is a central focus of adversarial machine learning. An alternative approach is to synthesize adversarial examples from scratch …