Author

Khondokar Fida Hasan

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Sep 2026

Preprocessing Failure and Adversarial Detection in Depthwise-Separable Edge Vision Systems

Preprocessing-based defenses are the standard first-line response to adversarial attacks on edge vision systems, requiring no retraining, no architectural changes, and widely recommended as model-agnostic mitigations. Yet the foundational evaluations of these defenses were conducted on residual or Inception-class archi...

Jannatul Masruk Mukta, Rifa Sanjida, Adrita Rahman Tory et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Privacy, Robustness, and Fairness Trade-offs in Federated Intrusion Detection: Geometric Indistinguishability at the Aggregation Interface

This paper introduces geometric indistinguishability as a conceptual lens for a regime in which privacy-induced dispersion in client updates can make minority-class signals harder for robust aggregation to preserve and suggests that aggregation-aware modeling and sample-aware evaluation are promising directions for tru...

Adrita Rahman Tory, Abm Shawkat Ali, M. Layek et al. · 0 citations