Amiya Nayak

Hybrid Approach for WDM Network Restoration: Deep Reinforcement Learning and Graph Neural Networks

Isaac Ampratwum, Amiya Nayak

Intelligent Caching with Graph Neural Network-Based Deep Reinforcement Learning on SDN-Based ICN

Jiacheng Hou, Tianhao Tao, Haoye Lu, Amiya Nayak

Information-centric networking (ICN) has gained significant attention due to its in-network caching and named-based routing capabilities. Caching plays a crucial role in managing the increasing network traffic and improving the content delivery efficiency. However, caching faces…Read more