Publications

Conference Papers

2019

BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer
Fei Sun, Jun Liu, Jian Wu, Changhua Pei, Xiao Lin, Wenwu Ou and Peng Jiang
To appear in CIKM 2019
SDM: Sequential Deep Matching Model for Online Large-scale Recommender System
Fuyu Lv, Taiwei Jin, Changlong Yu, Fei Sun, Quan Lin, Keping Yang and Wilfred Ng
To appear in CIKM 2019
A Pareto-Efficient Algorithm for Multiple Objective Optimization in E-Commerce Recommendation
Xiao Lin, Hongjie Chen, Changhua Pei, Fei Sun, Xuanji Xiao, Hanxiao Sun, Yongfeng Zhang, Wenwu Ou and Peng Jiang
RecSys 2019, Best Long Paper Runner-up
Personalized Re-ranking for E-commerce Recommender Systems
Changhua Pei, Yi Zhang, Yongfeng Zhang, Fei Sun, Xiao Lin, Hanxiao Sun, Jian Wu, Peng Jiang, Junfeng Ge and Wenwu Ou
RecSys 2019
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Compositional Network Embedding for Link Prediction
Tianshu Lyu, Fei Sun, Peng Jiang, Wenwu Ou and Yan Zhang
RecSys 2019
{ PDF }
Improving Multi-turn Dialogue Modelling with Utterance ReWriter
Hui Su, Xiaoyu Shen, Rongzhi Zhang, Fei Sun, Pengwei Hu, Cheng Niu and Jie Zhou
ACL 2019
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Tag2Gauss: Learning Tag Representations via Gaussian Distribution in Tagged Networks
Yun Wang, Lun Du, Guojie Song, Xiaojun Ma, Lichen Jin, Wei Lin, Fei Sun
IJCAI 2019
{ PDF }
Deep Session Interest Network for Click-Through Rate Prediction
Yufei Feng, Fuyu Lv, Weichen Shen, Menghan Wang, Fei Sun, Yu Zhu, Keping Yang
IJCAI 2019
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Exact-K Recommendation via Maximal Clique Optimization
Yu Gong, Yu Zhu, Lu Duan, Qingwen Liu, Ziyu Guan, Fei Sun, Wenwu Ou, Kenny Zhu
KDD 2019
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POG: Personalized Outfit Generation for Fashion Recommendation at Alibaba iFashion
Wen Chen, Pipei Huang, Jiaming Xu, Xin Guo, Cheng Guo, Fei Sun, Chao Li, Andreas Pfadler, Huan Zhao, Binqiang Zhao
KDD 2019
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Value-aware Recommendation based on Reinforced Profit Maximization in E-commerce Systems
Changhua Pei, Xinru Yang, Qing Cui, Xiao Lin, Fei Sun, Peng Jiang, Wenwu Ou, Yongfeng Zhang
The Web Conference 2019
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2018

Multi-Source Pointer Network for Product Title Summarization
Fei Sun, Peng Jiang, Hanxiao Sun, Changhua Pei, Wenwu Ou, and Xiaobo Wang

BibTeX


@inproceedings{Sun:MPN:CIKM2018,
author = {Sun, Fei and Jiang, Peng and Sun, Hanxiao and Pei, Changhua and Ou, Wenwu and Wang, Xiaobo},
title = {Multi-Source Pointer Network for Product Title Summarization},
booktitle = {Proceedings of the 27th ACM International Conference on Information and Knowledge Management},
series = {CIKM '18},
year = {2018},
isbn = {978-1-4503-6014-2},
location = {Torino, Italy},
pages = {7--16},
numpages = {10},
url = {http://doi.acm.org/10.1145/3269206.3271722},
doi = {10.1145/3269206.3271722},
acmid = {3271722},
publisher = {ACM},
address = {New York, NY, USA},
keywords = {extractive summarization, pointer network, title summarization},
} 
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Modeling Consumer Buying Decision for Recommendation Based on Multi-Task Deep Learning
Qiaolin Xia, Peng Jiang, Fei Sun, Yi Zhang, Xiaobo Wang, and Zhifang Sui
CIKM 2018
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2016

Sparse Word Embeddings Using ℓ1 Regularized Online Learning
Fei Sun, Jiafeng Guo, Yanyan Lan, Jun Xu, and Xueqi Cheng
The 25th International Joint Conference on Artificial Intelligence (IJCAI 2016)
{ PDF (error corrected) | Slides | Abstract | BibTeX}

BibTeX


@InProceedings{Sun:Sparse,
	author = {Fei Sun and Jiafeng Guo and Yanyan Lan and Jun Xu and Xueqi Cheng},
	title = {Sparse Word Embeddings Using $\ell_1$ Regularized Online Learning},
	booktitle = {Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence},
	year = {2016},
	pages  = {2915--2921}
}
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Semantic Regularities in Document Representations
Fei Sun, Jiafeng Guo, Yanyan Lan, Jun Xu, and Xueqi Cheng

BibTeX

Fei Sun, Jiafeng Guo, Yanyan Lan, Jun Xu, and Xueqi Cheng
The Thirtieth AAAI Conference (AAAI 2016)
{ PDF | Slides | Code | Abstract | BibTeX}

BibTeX


@InProceedings{Sun:Inside,
author = {Fei Sun and Jiafeng Guo and Yanyan Lan and Jun Xu and Xueqi Cheng},
title = {Inside Out: Two Jointly Predictive Models for Word Representations and Phrase Representations},
booktitle = {Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence},
year = {2016},
pages  = {2821--2827}
}
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2015

Component-Enhanced Chinese Character Embeddings
Yanran Li, Wenjie Li, Fei Sun, and Sujian Li
The 2015 Conference on Empirical Methods in Natural Language Processing
{ PDF | Abstract | BibTeX}

BibTeX


@InProceedings{li-EtAl:2015:EMNLP1,
  author    = {Li, Yanran  and  Li, Wenjie  and  Sun, Fei  and  Li, Sujian},
  title     = {Component-Enhanced Chinese Character Embeddings},
  booktitle = {Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing},
  month     = {September},
  year      = {2015},
  address   = {Lisbon, Portugal},
  publisher = {Association for Computational Linguistics},
  pages     = {829--834},
  url       = {http://aclweb.org/anthology/D15-1098}
}
                              
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Fei Sun, Jiafeng Guo, Yanyan Lan, Jun Xu and Xueqi Cheng
The 53rd Annual Meeting of the Association for Computational Linguistics (ACL2015)
{ PDF | Code | Slides | Abstract | BibTeX }

BibTeX


@InProceedings{P15-1014,
author="Sun, Fei and Guo, Jiafeng and Lan, Yanyan and Xu, Jun and Cheng, Xueqi",
title="Learning Word Representations by Jointly Modeling Syntagmatic and Paradigmatic Relations",
booktitle="Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)",
year="2015",
publisher="Association for Computational Linguistics",
pages="136--145",
location="Beijing, China",
url="http://aclweb.org/anthology/P15-1014"
}
                              
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2011

Fei Sun , Dandan Song and Lejian Liao
International ACM SIGIR conference (SIGIR 2011)
{ PDF | Code | Abstract | BibTeX }

BibTeX


@inproceedings{Sun:2011:DBC:2009916.2009952,
author = {Sun, Fei and Song, Dandan and Liao, Lejian},
title = {DOM based content extraction via text density},
booktitle = {Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval},
series = {SIGIR '11},
year = {2011},
isbn = {978-1-4503-0757-4},
location = {Beijing, China},
pages = {245--254},
numpages = {10},
url = {http://doi.acm.org/10.1145/2009916.2009952},
doi = {10.1145/2009916.2009952},
acmid = {2009952},
publisher = {ACM},
address = {New York, NY, USA},
keywords = {composite text density, content extraction, densitysum, text density},
}
                      
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Journal Papers

2016

A Survey on Distributed Word Representation
Fei Sun, Jiafeng Guo, Yanyan Lan, Jun Xu, and Xueqi Cheng
To be appeared in Chinese Journal of Computers (in Chinese)

2015

A hybrid approach for content extraction with text density and visual importance of DOM nodes
Dandan Song, Fei Sun and Lejian Liao
Knowledge and Information Systems
{ PDF | Abstract | BibTeX }

BibTeX


@article{Dan:hybrid2015,
year={2015},
issn={0219-1377},
journal={Knowledge and Information Systems},
volume={42},
number={1},
doi={10.1007/s10115-013-0687-x},
title={A hybrid approach for content extraction with text density and visual importance of DOM nodes},
url={http://dx.doi.org/10.1007/s10115-013-0687-x},
publisher={Springer London},
keywords={Content extraction; Text density; Visual importance},
author={Song, Dandan and Sun, Fei and Liao, Lejian},
pages={75-96},
language={English}
}

                    
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