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Efficient Automatic CASH via Rising Bandits

Dec 08, 2020
Yang Li, Jiawei Jiang, Jinyang Gao, Yingxia Shao, Ce Zhang, Bin Cui

* Proceedings of the AAAI Conference on Artificial Intelligence, 34(04), 4763-4771 (2020) 

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Efficient and Scalable Structure Learning for Bayesian Networks: Algorithms and Applications

Dec 07, 2020
Rong Zhu, Andreas Pfadler, Ziniu Wu, Yuxing Han, Xiaoke Yang, Feng Ye, Zhenping Qian, Jingren Zhou, Bin Cui

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MFES-HB: Efficient Hyperband with Multi-Fidelity Quality Measurements

Dec 05, 2020
Yang Li, Yu Shen, Jiawei Jiang, Jinyang Gao, Ce Zhang, Bin Cui

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FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation

Nov 18, 2020
Rong Zhu, Ziniu Wu, Yuxing Han, Kai Zeng, Andreas Pfadler, Zhengping Qian, Jingren Zhou, Bin Cui

* 13 pages 

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Graph Neural Networks in Recommender Systems: A Survey

Nov 04, 2020
Shiwen Wu, Wentao Zhang, Fei Sun, Bin Cui

* 27 pages, 10 figures 

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UniNet: Scalable Network Representation Learning with Metropolis-Hastings Sampling

Oct 10, 2020
Xingyu Yao, Yingxia Shao, Bin Cui, Lei Chen

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An Experimental Evaluation of Large Scale GBDT Systems

Aug 05, 2019
Fangcheng Fu, Jiawei Jiang, Yingxia Shao, Bin Cui

* Technical Report for paper to appear in VLDB 2019 

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Fast Hyperparameter Optimization of Deep Neural Networks via Ensembling Multiple Surrogates

Nov 07, 2018
Yang Li, Jiawei Jiang, Yingxia Shao, Bin Cui

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