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cs.NI2026
Fast-Convergent Meta-RL via Gradient-Clustered BS Sampling for Edge Caching
Farnaz Niknia, Ping Wang
Wireless edge caching networks typically consist of many independent Base Stations (BSs), each facing its own request rate and content popularity profile. Training a Reinforcement…
cs.NI2024
Attention-Enhanced Prioritized Proximal Policy Optimization for Adaptive Edge Caching
Farnaz Niknia, Ping Wang, Zixu Wang +2
This paper tackles the growing issue of excessive data transmission in networks. With increasing traffic, backhaul links and core networks are under significant traffic, leading to…