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Towards Interaction Detection Using Topological Analysis on Neural Networks


Nov 04, 2020
Zirui Liu, Qingquan Song, Kaixiong Zhou, Ting Hsiang Wang, Ying Shan, Xia Hu


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Towards Automated Neural Interaction Discovery for Click-Through Rate Prediction


Jun 29, 2020
Qingquan Song, Dehua Cheng, Hanning Zhou, Jiyan Yang, Yuandong Tian, Xia Hu


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AutoRec: An Automated Recommender System


Jun 26, 2020
Ting-Hsiang Wang, Qingquan Song, Xiaotian Han, Zirui Liu, Haifeng Jin, Xia Hu


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Multi-Channel Graph Convolutional Networks


Dec 17, 2019
Kaixiong Zhou, Qingquan Song, Xiao Huang, Daochen Zha, Na Zou, Xia Hu


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Sub-Architecture Ensemble Pruning in Neural Architecture Search


Oct 01, 2019
Yijun Bian, Qingquan Song, Mengnan Du, Jun Yao, Huanhuan Chen, Xia Hu

* This work was done when the first author was a visiting research scholar at Texas A&M University 

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Auto-GNN: Neural Architecture Search of Graph Neural Networks


Sep 10, 2019
Kaixiong Zhou, Qingquan Song, Xiao Huang, Xia Hu


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Techniques for Automated Machine Learning


Jul 21, 2019
Yi-Wei Chen, Qingquan Song, Xia Hu


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Coupled Variational Recurrent Collaborative Filtering


Jun 11, 2019
Qingquan Song, Shiyu Chang, Xia Hu


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Multi-Label Adversarial Perturbations


Jan 02, 2019
Qingquan Song, Haifeng Jin, Xiao Huang, Xia Hu


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Auto-Keras: Efficient Neural Architecture Search with Network Morphism


Oct 03, 2018
Haifeng Jin, Qingquan Song, Xia Hu

* The code of Auto-Keras is available at https://autokeras.com 

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Towards Explanation of DNN-based Prediction with Guided Feature Inversion


May 26, 2018
Mengnan Du, Ninghao Liu, Qingquan Song, Xia Hu


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Tensor Completion Algorithms in Big Data Analytics


May 03, 2018
Qingquan Song, Hancheng Ge, James Caverlee, Xia Hu


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