558 citations · 3.6k across the 65 of their papers we have counts for
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stat.ML2020★ 15 cited
Robust estimation via generalized quasi-gradients
Banghua Zhu, Jiantao Jiao, Jacob Steinhardt
We explore why many recently proposed robust estimation problems are efficiently solvable, even though the underlying optimization problems are non-convex. We study the loss landsc…
stat.ML2020★ 8 cited
Identifying Statistical Bias in Dataset Replication
Logan Engstrom, Andrew Ilyas, Shibani Santurkar +3
Dataset replication is a useful tool for assessing whether improvements in test accuracy on a specific benchmark correspond to improvements in models' ability to generalize reliabl…