1k citations · 1.6k across the 54 of their papers we have counts for
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cs.LG2021★ 1 cited
Rectified Euler k-means and Beyond
Yunxia Lin, Songcan chen
Euler k-means (EulerK) first maps data onto the unit hyper-sphere surface of equi-dimensional space via a complex mapping which induces the robust Euler kernel and next employs the…
cs.CV2021★ 38 cited
Partial Domain Adaptation without Domain Alignment
Weikai Li, Songcan Chen
Unsupervised domain adaptation (UDA) aims to transfer knowledge from a well-labeled source domain to a different but related unlabeled target domain with identical label space. Cur…
cs.LG2021
Improving Model Robustness by Adaptively Correcting Perturbation Levels with Active Queries
Kun-Peng Ning, Lue Tao, Songcan Chen +1
In addition to high accuracy, robustness is becoming increasingly important for machine learning models in various applications. Recently, much research has been devoted to improvi…