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stat.ML2017★ 2 cited
ADINE: An Adaptive Momentum Method for Stochastic Gradient Descent
Vishwak Srinivasan, Adepu Ravi Sankar, Vineeth N Balasubramanian
Two major momentum-based techniques that have achieved tremendous success in optimization are Polyak's heavy ball method and Nesterov's accelerated gradient. A crucial step in all…
stat.ML2017★ 1 cited
Are Saddles Good Enough for Deep Learning?
Adepu Ravi Sankar, Vineeth N Balasubramanian
Recent years have seen a growing interest in understanding deep neural networks from an optimization perspective. It is understood now that converging to low-cost local minima is s…