Erçan E. Kuruoğlu

Black-Box Decision based Adversarial Attack with Symmetric α-stable Distribution

2019

Developing techniques for adversarial attack and defense is an important research field for establishing reliable machine learning and its applications. Many existing methods employ Gaussian random variables for exploring the data space to find the …

Binarized Simplicial Convolutional Neural Networks

2024 · arXiv (Cornell University)

Graph Neural Networks have a limitation of solely processing features on graph nodes, neglecting data on high-dimensional structures such as edges and triangles. Simplicial Convolutional Neural Networks (SCNN) represent higher-order structures using simplicial complexes to …