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Kernelized Heterogeneous Risk Minimization


Oct 24, 2021
Jiashuo Liu , Zheyuan Hu , Peng Cui , Bo Li , Zheyan Shen

* 35th Conference on Neural Information Processing Systems (NeurIPS 2021), Sydney, Australia. arXiv admin note: text overlap with arXiv:2105.03818 

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When Do Extended Physics-Informed Neural Networks (XPINNs) Improve Generalization?


Oct 12, 2021
Zheyuan Hu , Ameya D. Jagtap , George Em Karniadakis , Kenji Kawaguchi

* 32 pages, 11 figures 

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Heterogeneous Risk Minimization


May 09, 2021
Jiashuo Liu , Zheyuan Hu , Peng Cui , Bo Li , Zheyan Shen

* Proceedings of the 38th International Conference on Machine Learning, PMLR 139, 2021. (ICML2021) 

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ASGN: An Active Semi-supervised Graph Neural Network for Molecular Property Prediction


Jul 07, 2020
Zhongkai Hao , Chengqiang Lu , Zheyuan Hu , Hao Wang , Zhenya Huang , Qi Liu , Enhong Chen , Cheekong Lee

* 9 pages 

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