Author

Naveen Kumar Kummari

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.

#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. · 0 citations

#federated learning Book Open access Nov 2026

Strategic Client-Level Defense Placement in Mobile Federated Learning

Federated learning (FL) enables mobile and edge devices to train jointly without centralizing private data, but compromised clients can poison the global model. When client-level protections cover only part of the population, a rational attacker can exploit predictable placement. We introduce SGDP-FL (Stackelberg Game-...

Anish Ambreth, Naveen Kumar Kummari, Mohsen Guizani · ACM International Symposium... · 0 citations