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DeePKS: a comprehensive data-driven approach towards chemically accurate density functional theory


Aug 01, 2020
Yixiao Chen, Linfeng Zhang, Han Wang, Weinan E


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Integrating Machine Learning with Physics-Based Modeling


Jun 04, 2020
Weinan E, Jiequn Han, Linfeng Zhang


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Fine-Grained Emotion Classification of Chinese Microblogs Based on Graph Convolution Networks


Dec 05, 2019
Yuni Lai, Linfeng Zhang, Donghong Han, Rui Zhou, Guoren Wang

* 20 pages, 6 figures, submitted to the World Wide Web Journal 

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Deep Density: circumventing the Kohn-Sham equations via symmetry preserving neural networks


Nov 27, 2019
Leonardo Zepeda-Núñez, Yixiao Chen, Jiefu Zhang, Weile Jia, Linfeng Zhang, Lin Lin


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Neural Canonical Transformation with Symplectic Flows


Oct 12, 2019
Shuo-Hui Li, Chen-Xiao Dong, Linfeng Zhang, Lei Wang

* Main text: 9 pages, 7 figures. Supplement: 1 page. GitHub link: https://github.com/li012589/neuralCT 

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Non-structured DNN Weight Pruning Considered Harmful


Jul 03, 2019
Yanzhi Wang, Shaokai Ye, Zhezhi He, Xiaolong Ma, Linfeng Zhang, Sheng Lin, Geng Yuan, Sia Huat Tan, Zhengang Li, Deliang Fan, Xuehai Qian, Xue Lin, Kaisheng Ma


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SCAN: A Scalable Neural Networks Framework Towards Compact and Efficient Models


May 27, 2019
Linfeng Zhang, Zhanhong Tan, Jiebo Song, Jingwei Chen, Chenglong Bao, Kaisheng Ma


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Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation


May 17, 2019
Linfeng Zhang, Jiebo Song, Anni Gao, Jingwei Chen, Chenglong Bao, Kaisheng Ma

* 10pages 

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Active Learning of Uniformly Accurate Inter-atomic Potentials for Materials Simulation


Oct 28, 2018
Linfeng Zhang, De-Ye Lin, Han Wang, Roberto Car, Weinan E


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Monge-Ampère Flow for Generative Modeling


Sep 26, 2018
Linfeng Zhang, Weinan E, Lei Wang


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Reinforced dynamics for enhanced sampling in large atomic and molecular systems


Feb 19, 2018
Linfeng Zhang, Han Wang, Weinan E


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DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics


Dec 31, 2017
Han Wang, Linfeng Zhang, Jiequn Han, Weinan E


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Deep Potential Molecular Dynamics: a scalable model with the accuracy of quantum mechanics


Dec 12, 2017
Linfeng Zhang, Jiequn Han, Han Wang, Roberto Car, Weinan E

* Phys. Rev. Lett. 120, 143001 (2018) 

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