30 citations · 97 across the 13 of their papers we have counts for
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cs.LG2019
A Theory of Selective Prediction
Mingda Qiao, Gregory Valiant
We consider a model of selective prediction, where the prediction algorithm is given a data sequence in an online fashion and asked to predict a pre-specified statistic of the upco…
cs.LG2019★ 30 cited
On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning
Jian Li, Xuanyuan Luo, Mingda Qiao
Generalization error (also known as the out-of-sample error) measures how well the hypothesis learned from training data generalizes to previously unseen data. Proving tight genera…