Topology Analysis

Stepping out of Flatland: Discovering Behavior Patterns as Topological Structures in Cyber Hypergraphs

Authors: Helen Jenne, Sinan G. Aksoy, Daniel Best, Alyson Bittner, Gregory Henselman-Petrusek, Cliff Joslyn, Bill Kay, Audun Myers, Garret Seppala, Jackson Warley, Stephen J. Young, Emilie Purvine | Published: 2023-11-08
Topology Analysis
Properties of Hypergraphs
Communication Analysis
2023.11.08 2025.05.28
Literature Database

Node-wise Hardware Trojan Detection Based on Graph Learning

Authors: Kento Hasegawa, Kazuki Yamashita, Seira Hidano, Kazuhide Fukushima, Kazuo Hashimoto, Nozomu Togawa | Published: 2021-12-04 | Updated: 2022-03-16
Graph Representation Learning
Topology Analysis
Malware Detection Method
2021.12.04 2025.05.28
Literature Database

On the Need for Topology-Aware Generative Models for Manifold-Based Defenses

Authors: Uyeong Jang, Susmit Jha, Somesh Jha | Published: 2019-09-07 | Updated: 2020-02-17
Topology Analysis
Adversarial Example
Machine Learning
2019.09.07 2025.05.28
Literature Database

A Topology Layer for Machine Learning

Authors: Rickard Brüel-Gabrielsson, Bradley J. Nelson, Anjan Dwaraknath, Primoz Skraba, Leonidas J. Guibas, Gunnar Carlsson | Published: 2019-05-29 | Updated: 2020-04-24
Topology Analysis
Filtration Method
Regularization
2019.05.29 2025.05.28
Literature Database