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MixGen: A New Multi-Modal Data Augmentation



Xiaoshuai Hao , Yi Zhu , Srikar Appalaraju , Aston Zhang , Wanqian Zhang , Bo Li , Mu Li


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Lightweight Convolutional Neural Networks By Hypercomplex Parameterization



Eleonora Grassucci , Aston Zhang , Danilo Comminiello

* Under review as a conference paper at ICLR 2022 

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Dive into Deep Learning



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



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



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



Tianlong Chen , Yongduo Sui , Xuxi Chen , Aston Zhang , Zhangyang Wang


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Learning User Representations with Hypercuboids for Recommender Systems



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



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



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



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


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