53 citations · 60 across the 9 of their papers we have counts for
3 papers · 1 filter
Complex Network Effects on the Robustness of Graph Convolutional Networks
Benjamin A. Miller, Kevin Chan, Tina Eliassi-Rad
Vertex classification -- the problem of identifying the class labels of nodes in a graph -- has applicability in a wide variety of domains. Examples include classifying subject are…
Using Overlapping Methods to Counter Adversaries in Community Detection
Benjamin A. Miller, Kevin Chan, Tina Eliassi-Rad
When dealing with large graphs, community detection is a useful data triage tool that can identify subsets of the network that a data analyst should investigate. In an adversarial…
Defense Against Shortest Path Attacks
Benjamin A. Miller, Zohair Shafi, Wheeler Ruml +3
Identifying shortest paths between nodes in a network is an important task in many applications. Recent work has shown that a malicious actor can manipulate a graph to make traffic…