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Knowledge Enhanced Machine Learning Pipeline against Diverse Adversarial Attacks

Jun 11, 2021
Nezihe Merve Gürel, Xiangyu Qi, Luka Rimanic, Ce Zhang, Bo Li

* International Conference on Machine Learning 2021, 37 pages, 8 figures, 9 tables 

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A Data Quality-Driven View of MLOps

Feb 15, 2021
Cedric Renggli, Luka Rimanic, Nezihe Merve Gürel, Bojan Karlaš, Wentao Wu, Ce Zhang

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Online Active Model Selection for Pre-trained Classifiers

Oct 21, 2020
Mohammad Reza Karimi, Nezihe Merve Gürel, Bojan Karlaš, Johannes Rausch, Ce Zhang, Andreas Krause

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Interactive Feature Generation via Learning Adjacency Tensor of Feature Graph

Jul 29, 2020
Yuexiang Xie, Zhen Wang, Yaliang Li, Bolin Ding, Nezihe Merve Gürel, Ce Zhang, Minlie Huang, Wei Lin, Jingren Zhou

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Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions

May 12, 2020
Bojan Karlaš, Peng Li, Renzhi Wu, Nezihe Merve Gürel, Xu Chu, Wentao Wu, Ce Zhang

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An Anatomy of Graph Neural Networks Going Deep via the Lens of Mutual Information: Exponential Decay vs. Full Preservation

Oct 22, 2019
Nezihe Merve Gürel, Hansheng Ren, Yujing Wang, Hui Xue, Yaming Yang, Ce Zhang

* 19 pages, 6 figures, 6 tables 

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Compressive Sensing with Low Precision Data Representation: Theory and Applications

Jun 06, 2018
Nezihe Merve Gürel, Kaan Kara, Alen Stojanov, Tyler Smith, Dan Alistarh, Markus Püschel, Ce Zhang

* 33 pages, 9 figures 

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