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math.OC2021★ 2 cited
Heavy Ball Momentum for Conditional Gradient
Bingcong Li, Alireza Sadeghi, Georgios B. Giannakis
Conditional gradient, aka Frank Wolfe (FW) algorithms, have well-documented merits in machine learning and signal processing applications. Unlike projection-based methods, momentum…
math.OC2021★ 1 cited
Learning to Solve the AC-OPF using Sensitivity-Informed Deep Neural Networks
Manish K. Singh, Vassilis Kekatos, Georgios B. Giannakis
To shift the computational burden from real-time to offline in delay-critical power systems applications, recent works entertain the idea of using a deep neural network (DNN) to pr…