2 papers
cs.CV2026
Preprocessing Failure and Adversarial Detection in Depthwise-Separable Edge Vision Systems
Jannatul Masruk Mukta, Rifa Sanjida, Adrita Rahman Tory +2
Preprocessing-based defenses are the standard first-line response to adversarial attacks on edge vision systems, requiring no retraining, no architectural changes, and widely recom…
cs.CR2026
Privacy, Robustness, and Fairness Trade-offs in Federated Intrusion Detection: Geometric Indistinguishability at the Aggregation Interface
Adrita Rahman Tory, ABM Shawkat Ali, Md Abu Layek +1
Federated learning enables privacy-conscious collaboration for network intrusion detection without centralizing sensitive traffic data, yet its deployment in operational environmen…