278 citations · 832 across the 38 of their papers we have counts for
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cs.LG2014
Kickback cuts Backprop's red-tape: Biologically plausible credit assignment in neural networks
David Balduzzi, Hastagiri Vanchinathan, Joachim Buhmann
Error backpropagation is an extremely effective algorithm for assigning credit in artificial neural networks. However, weight updates under Backprop depend on lengthy recursive com…
stat.ML2014★ 23 cited
Fast and Robust Least Squares Estimation in Corrupted Linear Models
Brian McWilliams, Gabriel Krummenacher, Mario Lucic +1
Subsampling methods have been recently proposed to speed up least squares estimation in large scale settings. However, these algorithms are typically not robust to outliers or corr…