789 citations · 3.9k across the 31 of their papers we have counts for
Showing 2015Show all
2 papers · 1 filter
cs.LG2015
adaQN: An Adaptive Quasi-Newton Algorithm for Training RNNs
Nitish Shirish Keskar, Albert S. Berahas
Recurrent Neural Networks (RNNs) are powerful models that achieve exceptional performance on several pattern recognition problems. However, the training of RNNs is a computationall…
math.OC2015★ 4 cited
A Second-Order Method for Convex -Regularized Optimization with Active Set Prediction
Nitish Shirish Keskar, Jorge Nocedal, Figen Oztoprak +1
We describe an active-set method for the minimization of an objective function that is the sum of a smooth convex function and an -regularization term. A distinctive fe…