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Stochastic Optimization of Area Under Precision-Recall Curve for Deep Learning with Provable Convergence

Apr 18, 2021
Qi Qi, Youzhi Luo, Zhao Xu, Shuiwang Ji, Tianbao Yang

* 30 pages, 2 figures 

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DIG: A Turnkey Library for Diving into Graph Deep Learning Research

Mar 23, 2021
Meng Liu, Youzhi Luo, Limei Wang, Yaochen Xie, Hao Yuan, Shurui Gui, Zhao Xu, Haiyang Yu, Jingtun Zhang, Yi Liu, Keqiang Yan, Bora Oztekin, Haoran Liu, Xuan Zhang, Cong Fu, Shuiwang Ji

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Self-Supervised Learning of Graph Neural Networks: A Unified Review

Feb 23, 2021
Yaochen Xie, Zhao Xu, Zhengyang Wang, Shuiwang Ji

* 17 pages, 6 figures 

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MoleculeKit: Machine Learning Methods for Molecular Property Prediction and Drug Discovery

Dec 02, 2020
Zhengyang Wang, Meng Liu, Youzhi Luo, Zhao Xu, Yaochen Xie, Limei Wang, Lei Cai, Shuiwang Ji

* Supplementary Material: 

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Infinite Hidden Relational Models

Jun 27, 2012
Zhao Xu, Volker Tresp, Kai Yu, Hans-Peter Kriegel

* Appears in Proceedings of the Twenty-Second Conference on Uncertainty in Artificial Intelligence (UAI2006) 

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