50 citations · 196 across the 15 of their papers we have counts for
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cs.LG2020
Self-supervised self-supervision by combining deep learning and probabilistic logic
Hunter Lang, Hoifung Poon
Labeling training examples at scale is a perennial challenge in machine learning. Self-supervision methods compensate for the lack of direct supervision by leveraging prior knowled…
stat.ML2020★ 8 cited
Statistical Adaptive Stochastic Gradient Methods
Pengchuan Zhang, Hunter Lang, Qiang Liu +1
We propose a statistical adaptive procedure called SALSA for automatically scheduling the learning rate (step size) in stochastic gradient methods. SALSA first uses a smoothed stoc…