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Accelerating Inference for Sparse Extreme Multi-Label Ranking Trees


Jun 09, 2021
Philip A. Etter, Kai Zhong, Hsiang-Fu Yu, Lexing Ying, Inderjit Dhillon


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Machine Learning for Electronic Design Automation: A Survey


Jan 10, 2021
Guyue Huang, Jingbo Hu, Yifan He, Jialong Liu, Mingyuan Ma, Zhaoyang Shen, Juejian Wu, Yuanfan Xu, Hengrui Zhang, Kai Zhong, Xuefei Ning, Yuzhe Ma, Haoyu Yang, Bei Yu, Huazhong Yang, Yu Wang


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PECOS: Prediction for Enormous and Correlated Output Spaces


Oct 12, 2020
Hsiang-Fu Yu, Kai Zhong, Inderjit S. Dhillon


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Towards Lower Bit Multiplication for Convolutional Neural Network Training


Jun 04, 2020
Kai Zhong, Tianchen Zhao, Xuefei Ning, Shulin Zeng, Kaiyuan Guo, Yu Wang, Huazhong Yang

* 11 pages, 9 figures 

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Enabling Efficient and Flexible FPGA Virtualization for Deep Learning in the Cloud


Mar 26, 2020
Shulin Zeng, Guohao Dai, Hanbo Sun, Kai Zhong, Guangjun Ge, Kaiyuan Guo, Yu Wang, Huazhong Yang


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A Modular Deep Learning Approach for Extreme Multi-label Text Classification


May 07, 2019
Wei-Cheng Chang, Hsiang-Fu Yu, Kai Zhong, Yiming Yang, Inderjit Dhillon


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Binary Classification with Karmic, Threshold-Quasi-Concave Metrics


Jun 02, 2018
Bowei Yan, Oluwasanmi Koyejo, Kai Zhong, Pradeep Ravikumar

* ICML 2018 

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Nonlinear Inductive Matrix Completion based on One-layer Neural Networks


May 26, 2018
Kai Zhong, Zhao Song, Prateek Jain, Inderjit S. Dhillon


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Online Classification with Complex Metrics


Feb 10, 2018
Bowei Yan, Oluwasanmi Koyejo, Kai Zhong, Pradeep Ravikumar

* An error was found in the proof 

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Learning Non-overlapping Convolutional Neural Networks with Multiple Kernels


Nov 08, 2017
Kai Zhong, Zhao Song, Inderjit S. Dhillon

* arXiv admin note: text overlap with arXiv:1706.03175 

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Recovery Guarantees for One-hidden-layer Neural Networks


Jun 10, 2017
Kai Zhong, Zhao Song, Prateek Jain, Peter L. Bartlett, Inderjit S. Dhillon

* ICML 2017 

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Fast Second-order Cone Programming for Safe Mission Planning


Feb 27, 2017
Kai Zhong, Prateek Jain, Ashish Kapoor


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Coordinate Descent Methods for Symmetric Nonnegative Matrix Factorization


May 31, 2016
Arnaud Vandaele, Nicolas Gillis, Qi Lei, Kai Zhong, Inderjit Dhillon

* IEEE Transactions on Signal Processing 64 (21), pp. 5571-5584, 2016 
* 25 pages, 5 figures, 7 tables. Main changes: comparison with another symNMF algorithm (namely, BetaSNMF), and correction of an error in the convergence proof 

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Proximal Quasi-Newton for Computationally Intensive L1-regularized M-estimators


Jan 23, 2015
Kai Zhong, Ian E. H. Yen, Inderjit S. Dhillon, Pradeep Ravikumar


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