Search Results for author: Obaid Ullah Ahmad

Found 2 papers, 0 papers with code

Control-based Graph Embeddings with Data Augmentation for Contrastive Learning

no code implementations7 Mar 2024 Obaid Ullah Ahmad, Anwar Said, Mudassir Shabbir, Waseem Abbas, Xenofon Koutsoukos

In this paper, we study the problem of unsupervised graph representation learning by harnessing the control properties of dynamical networks defined on graphs.

Contrastive Learning Data Augmentation +1

Controllability Backbone in Networks

no code implementations6 Sep 2023 Obaid Ullah Ahmad, Waseem Abbas, Mudassir Shabbir

Thus, we utilize two lower bounds on the network's SSC based on the zero forcing notion and graph distances.

Cannot find the paper you are looking for? You can Submit a new open access paper.