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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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Collecting and Analyzing Multidimensional Data with Local Differential Privacy

Jun 28, 2019
Ning Wang, Xiaokui Xiao, Yin Yang, Jun Zhao, Siu Cheung Hui, Hyejin Shin, Junbum Shin, Ge Yu

* 12-Page Full Paper in Proceedings of the 2019 IEEE International Conference on Data Engineering (ICDE). arXiv admin note: text overlap with arXiv:1606.05053 

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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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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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Recurrently Controlled Recurrent Networks

Nov 24, 2018
Yi Tay, Luu Anh Tuan, Siu Cheung Hui

* NIPS 2018 

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Densely Connected Attention Propagation for Reading Comprehension

Nov 10, 2018
Yi Tay, Luu Anh Tuan, Siu Cheung Hui, Jian Su

* NIPS 2018 

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Compare, Compress and Propagate: Enhancing Neural Architectures with Alignment Factorization for Natural Language Inference

Sep 10, 2018
Yi Tay, Luu Anh Tuan, Siu Cheung Hui

* EMNLP 2018 CRC and Update CAFE + ELMo result on SNLI 

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Self-Attentive Neural Collaborative Filtering

Jul 19, 2018
Yi Tay, Shuai Zhang, Luu Anh Tuan, Siu Cheung Hui

* We discovered a bug in our tensorflow implementation that involved accidental mixing of vectors across batches, rendering the main claim of the paper incorrect. We are withdrawing this paper until we find out why 

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Multi-Pointer Co-Attention Networks for Recommendation

Jun 21, 2018
Yi Tay, Luu Anh Tuan, Siu Cheung Hui

* Accepted to KDD 2018 (Research Track) 

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Multi-Cast Attention Networks for Retrieval-based Question Answering and Response Prediction

Jun 03, 2018
Yi Tay, Luu Anh Tuan, Siu Cheung Hui

* Accepted to KDD 2018 (Paper titled only "Multi-Cast Attention Networks" in KDD version) 

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CoupleNet: Paying Attention to Couples with Coupled Attention for Relationship Recommendation

May 29, 2018
Yi Tay, Anh Tuan Luu, Siu Cheung Hui

* Accepted at ICWSM 2018 

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Reasoning with Sarcasm by Reading In-between

May 08, 2018
Yi Tay, Luu Anh Tuan, Siu Cheung Hui, Jian Su

* Accepted to ACL2018 

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Multi-range Reasoning for Machine Comprehension

Mar 24, 2018
Yi Tay, Luu Anh Tuan, Siu Cheung Hui


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Latent Relational Metric Learning via Memory-based Attention for Collaborative Ranking

Feb 13, 2018
Yi Tay, Anh Tuan Luu, Siu Cheung Hui

* WWW 2018 

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Learning to Attend via Word-Aspect Associative Fusion for Aspect-based Sentiment Analysis

Dec 14, 2017
Yi Tay, Anh Tuan Luu, Siu Cheung Hui

* Accepted to AAAI2018 

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Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering

Nov 23, 2017
Yi Tay, Luu Anh Tuan, Siu Cheung Hui

* Accepted at WSDM 2018 

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Cross Temporal Recurrent Networks for Ranking Question Answer Pairs

Nov 21, 2017
Yi Tay, Luu Anh Tuan, Siu Cheung Hui

* Accepted to AAAI2018 

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SkipFlow: Incorporating Neural Coherence Features for End-to-End Automatic Text Scoring

Nov 14, 2017
Yi Tay, Minh C. Phan, Luu Anh Tuan, Siu Cheung Hui

* Accepted to AAAI 2018 

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Differentially Private Regression for Discrete-Time Survival Analysis

Aug 25, 2017
Thông T. Nguyên, Siu Cheung Hui

* 19 pages, CIKM17 

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Multi-task Neural Network for Non-discrete Attribute Prediction in Knowledge Graphs

Aug 16, 2017
Yi Tay, Luu Anh Tuan, Minh C. Phan, Siu Cheung Hui

* Accepted at CIKM 2017 

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