178 citations · 180 across the 10 of their papers we have counts for
5 papers · 1 filter
Practical Auditing of Differentially Private Graph Release Mechanisms: Methodology, Toolkit, and Case Study
Nicholas D'Silva, Surya Nepal, Salil S. Kanhere
Differential Privacy (DP) has become a prominent approach for protecting graph data releases, yet empirical auditing methodologies have largely been developed for tabular datasets…
Beyond Attack Success Rate: Examining Trigger Leakage in Vision-Language Agentic Systems
Jiamin Chang, Salil Kanhere, Piotr Koniusz +3
Vision-Language Agentic Systems (VLAS) connect visual perception to planning, tool use, and physical actions. This means backdoor-type triggers can propagate through both decision…
GETA: Generalized Encrypted Traffic Analysis
Ransika Gunasekara, Rahat Masood, Salil Kanhere
Traditional traffic analysis is being fundamentally challenged by the rapid adoption of encryption, tunnelling, and privacy-preserving protocols, which increasingly obscure packet…
SoK: Practical Aspects of Releasing Differentially Private Graphs
Nicholas D'Silva, Surya Nepal, Salil S. Kanhere
Graph data is increasingly prevalent across domains, offering analytical value but raising significant privacy concerns. Edges may encode sensitive relationships, while node attrib…
Demystifying Trajectory Recovery From Ash: An Open-Source Evaluation and Enhancement
Nicholas D'Silva, Toran Shahi, Øyvind Timian Dokk Husveg +3
Once analysed, location trajectories can provide valuable insights beneficial to various applications. However, such data is also highly sensitive, rendering them susceptible to pr…