Author

Naveen Kumar Kummari

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#edge computing Book Open access Nov 2026

Resilient Priority-Aware Inference for Mission-Critical UAV Networks Under Bursty Edge Load

This paper presents a priority-aware admission-control architecture built around two trust mechanisms: a lightweight router that assigns each request a priority level grounded in verifiable evidence rather than a model confidence, and a deterministic safety gate that rejects unsafe outputs regardless of which model che...

Maher Guizani, Ishita Agarwal, Naveen Kumar Kummari et al. · Proceedings of the Twenty-se... · 0 citations

#federated learning Book Open access Nov 2026

Strategic Client-Level Defense Placement in Mobile Federated Learning

SGDP-FL (Stackelberg Game-Based Defense Placement for Federated Learning), a budget-constrained Stackelberg game between a defender and an attacker, is introduced and achieves the highest mean accuracy among Random, Highest-Value, and UCB allocation.

Anish Ambreth, Naveen Kumar Kummari, Mohsen Guizani · Proceedings of the Twenty-se... · 0 citations

#machine learning Preprint Open access Oct 2026

PhaseAT: Fourier Phase Adversarial Training for Medical Image Domain Generalization

Reliable clinical deployment of deep medical image models is hindered by distribution shifts across scanners, sites, and acquisition protocols. Existing domain generalization (DG) methods often focus on style or intensity diversification, but they can still leave networks dependent on domain-specific texture correlatio...

Ahmed Sharshar, Asif Hanif, Naveen Kumar Kummari et al. · 0 citations