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
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
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
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