26 citations · 129 across the 44 of their papers we have counts for
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cs.LG2020★ 3 cited
Novelty Detection via Robust Variational Autoencoding
Chieh-Hsin Lai, Dongmian Zou, Gilad Lerman
We propose a new method for novelty detection that can tolerate high corruption of the training points, whereas previous works assumed either no or very low corruption. Our method…
cs.LG2020★ 11 cited
Inverse Problems, Deep Learning, and Symmetry Breaking
Kshitij Tayal, Chieh-Hsin Lai, Vipin Kumar +1
In many physical systems, inputs related by intrinsic system symmetries are mapped to the same output. When inverting such systems, i.e., solving the associated inverse problems, t…