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Dive into Deep Learning


Jun 21, 2021
Aston Zhang, Zachary C. Lipton, Mu Li, Alexander J. Smola

* (HTML) https://D2L.ai (GitHub) https://github.com/d2l-ai/d2l-en/ 

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Controllable and Diverse Text Generation in E-commerce


Feb 23, 2021
Huajie Shao, Jun Wang, Haohong Lin, Xuezhou Zhang, Aston Zhang, Heng Ji, Tarek Abdelzaher

* The Web Conference (WWW)2021 

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Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with $1/n$ Parameters


Feb 17, 2021
Aston Zhang, Yi Tay, Shuai Zhang, Alvin Chan, Anh Tuan Luu, Siu Cheung Hui, Jie Fu

* Published as a conference paper at the 9th International Conference on Learning Representations (ICLR 2021) 

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A Unified Lottery Ticket Hypothesis for Graph Neural Networks


Feb 12, 2021
Tianlong Chen, Yongduo Sui, Xuxi Chen, Aston Zhang, Zhangyang Wang


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Learning User Representations with Hypercuboids for Recommender Systems


Nov 11, 2020
Shuai Zhang, Huoyu Liu, Aston Zhang, Yue Hu, Ce Zhang, Yumeng Li, Tanchao Zhu, Shaojian He, Wenwu Ou

* Accepted by WSDM 2021 

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ControlVAE: Tuning, Analytical Properties, and Performance Analysis


Oct 31, 2020
Huajie Shao, Zhisheng Xiao, Shuochao Yao, Aston Zhang, Shengzhong Liu, Tarek Abdelzaher

* arXiv admin note: substantial text overlap with arXiv:2004.05988 

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Poison Attacks against Text Datasets with Conditional Adversarially Regularized Autoencoder


Oct 06, 2020
Alvin Chan, Yi Tay, Yew-Soon Ong, Aston Zhang

* Accepted in EMNLP-Findings 2020, Camera Ready Version 

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CoCon: A Self-Supervised Approach for Controlled Text Generation


Jun 05, 2020
Alvin Chan, Yew-Soon Ong, Bill Pung, Aston Zhang, Jie Fu


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Controllable Variational Autoencoder


Apr 13, 2020
Huajie Shao, Shuochao Yao, Dachun Sun, Aston Zhang, Shengzhong Liu, Dongxin Liu, Jun Wang, Tarek Abdelzaher


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Transformer on a Diet


Feb 14, 2020
Chenguang Wang, Zihao Ye, Aston Zhang, Zheng Zhang, Alexander J. Smola

* 6 pages, 2 tables, 1 figure 

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Parsimonious Morpheme Segmentation with an Application to Enriching Word Embeddings


Aug 18, 2019
Ahmed El-Kishky, Frank Xu, Aston Zhang, Jiawei Han


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GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing


Jul 09, 2019
Jian Guo, He He, Tong He, Leonard Lausen, Mu Li, Haibin Lin, Xingjian Shi, Chenguang Wang, Junyuan Xie, Sheng Zha, Aston Zhang, Hang Zhang, Zhi Zhang, Zhongyue Zhang, Shuai Zheng


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Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks


Jun 11, 2019
Yi Tay, Aston Zhang, Luu Anh Tuan, Jinfeng Rao, Shuai Zhang, Shuohang Wang, Jie Fu, Siu Cheung Hui

* ACL 2019 

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Quaternion Collaborative Filtering for Recommendation


Jun 06, 2019
Shuai Zhang, Lina Yao, Lucas Vinh Tran, Aston Zhang, Yi Tay

* Accepted at IJCAI 2019 

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Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives


May 26, 2019
Yi Tay, Shuohang Wang, Luu Anh Tuan, Jie Fu, Minh C. Phan, Xingdi Yuan, Jinfeng Rao, Siu Cheung Hui, Aston Zhang

* Accepted to ACL 2019 

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Expert Finding in Heterogeneous Bibliographic Networks with Locally-trained Embeddings


Mar 09, 2018
Huan Gui, Qi Zhu, Liyuan Liu, Aston Zhang, Jiawei Han


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DeepIoT: Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework


Nov 22, 2017
Shuochao Yao, Yiran Zhao, Aston Zhang, Lu Su, Tarek Abdelzaher

* Published in SenSys2017. Code is available on https://github.com/yscacaca/DeepIoT 

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RDeepSense: Reliable Deep Mobile Computing Models with Uncertainty Estimations


Sep 09, 2017
Shuochao Yao, Yiran Zhao, Huajie Shao, Aston Zhang, Chao Zhang, Shen Li, Tarek Abdelzaher


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DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing


Jul 02, 2017
Shuochao Yao, Shaohan Hu, Yiran Zhao, Aston Zhang, Tarek Abdelzaher

* Published in WWW2017. Code available on https://github.com/yscacaca/DeepSense 

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