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Posts by Collection
portfolio
Portfolio item number 2
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publications
DeepGBM: A Deep Learning Framework Distilled by GBDT for Online Prediction Tasks
Published in In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019
Combine the advantages of NN and GBDT for tabular data under a knowledge distillation framework.
Recommended citation: Guolin Ke, Zhenhui Xu, Jia Zhang, Jiang Bian, and Tie-Yan Liu. "DeepGBM: A Deep Learning Framework Distilled by GBDT for Online Prediction Tasks." In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, ACM, 2019.
Light Multi-segment Activation for Model Compression
Published in In Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020
Propose a more powerful activation for improving the performance of compressed student model under teacher-student compression framework.
Recommended citation: Zhenhui Xu, Guolin Ke, Jia Zhang, Jiang Bian, and Tie-Yan Liu. "Light Multi-segment Activation for Model Compression." In Thirty-Fourth AAAI Conference on Artificial Intelligence, AAAI, 2020.
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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