3 papers
cs.CR2026
STAIN-FL: Stealthy Targeted Attack Injection with Contextual Triggers in Federated Learning
Ashlinder Kaur, Purnima Murali Mohan, Zengxiang Li +1
Federated video anomaly detection trains model collaboratively without sharing raw surveillance footage, but limited server-side visibility lets compromised clients to inject backd…
cs.NI2024
FaiRTT: An Empirical Approach for Enhanced RTT Fairness and Bottleneck Throughput in BBR
Akshita Abrol, Purnima Murali Mohan, Tram Truong-Huu
In next-generation networks, achieving Round-trip Time (RTT) fairness is essential for ensuring fair bandwidth distribution among diverse flow types, enhancing overall network util…
cs.NI2024
A Deep Reinforcement Learning Approach for Adaptive Traffic Routing in Next-gen Networks
Akshita Abrol, Purnima Murali Mohan, Tram Truong-Huu
Next-gen networks require significant evolution of management to enable automation and adaptively adjust network configuration based on traffic dynamics. The advent of software-def…