2 papers
cs.CL2026
DeepUnfolding_Agent: A Classical_Quantum Adaptive Control API
Shanika Iroshi Nanayakkara, Shiva Raj Pokhrel
Adaptive optimization workflows in machine learning, federated learning, quantum machine learning, and hybrid classical quantum systems often embed controller logic directly inside…
cs.LG2023
Improving Federated Aggregation with Deep Unfolding Networks
Shanika I Nanayakkara, Shiva Raj Pokhrel, Gang Li
The performance of Federated learning (FL) is negatively affected by device differences and statistical characteristics between participating clients. To address this issue, we int…