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Show Me the Whole World: Towards Entire Item Space Exploration for Interactive Personalized Recommendations


Oct 19, 2021
Yu Song, Jianxun Lian, Shuai Sun, Hong Huang, Yu Li, Hai Jin, Xing Xie

* WSDM 2022 

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Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation


Sep 16, 2021
Jingwei Yi, Fangzhao Wu, Chuhan Wu, Ruixuan Liu, Guangzhong Sun, Xing Xie


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Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving


Sep 11, 2021
Tao Qi, Fangzhao Wu, Chuhan Wu, Yongfeng Huang, Xing Xie

* EMNLP: Findings 2021 

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Fastformer: Additive Attention Can Be All You Need


Sep 05, 2021
Chuhan Wu, Fangzhao Wu, Tao Qi, Yongfeng Huang, Xing Xie

* Add results on Bing Ad CVR prediction 

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UserBERT: Contrastive User Model Pre-training


Sep 03, 2021
Chuhan Wu, Fangzhao Wu, Yang Yu, Tao Qi, Yongfeng Huang, Xing Xie


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Smart Bird: Learnable Sparse Attention for Efficient and Effective Transformer


Sep 02, 2021
Chuhan Wu, Fangzhao Wu, Tao Qi, Binxing Jiao, Daxin Jiang, Yongfeng Huang, Xing Xie


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FedKD: Communication Efficient Federated Learning via Knowledge Distillation


Aug 30, 2021
Chuhan Wu, Fangzhao Wu, Ruixuan Liu, Lingjuan Lyu, Yongfeng Huang, Xing Xie


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Localized Graph Collaborative Filtering


Aug 10, 2021
Yiqi Wang, Chaozhuo Li, Mingzheng Li, Wei Jin, Yuming Liu, Hao Sun, Xing Xie


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Personalized News Recommendation: A Survey


Jul 08, 2021
Chuhan Wu, Fangzhao Wu, Yongfeng Huang, Xing Xie


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HieRec: Hierarchical User Interest Modeling for Personalized News Recommendation


Jun 08, 2021
Tao Qi, Fangzhao Wu, Chuhan Wu, Peiru Yang, Yang Yu, Xing Xie, Yongfeng Huang

* ACL 2021 

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GraphFormers: GNN-nested Language Models for Linked Text Representation


May 06, 2021
Junhan Yang, Zheng Liu, Shitao Xiao, Chaozhuo Li, Guangzhong Sun, Xing Xie


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AdsGNN: Behavior-Graph Augmented Relevance Modeling in Sponsored Search


Apr 25, 2021
Chaozhuo Li, Bochen Pang, Yuming Liu, Hao Sun, Zheng Liu, Xing Xie, Tianqi Yang, Yanling Cui, Liangjie Zhang, Qi Zhang

* Accepted as full paper in SIGIR 2021 

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Hybrid Encoder: Towards Efficient and Precise Native AdsRecommendation via Hybrid Transformer Encoding Networks


Apr 22, 2021
Junhan Yang, Zheng Liu, Bowen Jin, Jianxun Lian, Defu Lian, Akshay Soni, Eun Yong Kang, Yajun Wang, Guangzhong Sun, Xing Xie


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Search-oriented Differentiable Product Quantization


Apr 16, 2021
Shitao Xiao, Zheng Liu, Yingxia Shao, Defu Lian, Xing Xie


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DebiasedRec: Bias-aware User Modeling and Click Prediction for Personalized News Recommendation


Apr 15, 2021
Jingwei Yi, Fangzhao Wu, Chuhan Wu, Qifei Li, Guangzhong Sun, Xing Xie

* 10 pages, 10 figures 

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Training Large-Scale News Recommenders with Pretrained Language Models in the Loop


Mar 05, 2021
Shitao Xiao, Zheng Liu, Yingxia Shao, Tao Di, Xing Xie


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Multi-Interest-Aware User Modeling for Large-Scale Sequential Recommendations


Mar 04, 2021
Jianxun Lian, Iyad Batal, Zheng Liu, Akshay Soni, Eun Yong Kang, Yajun Wang, Xing Xie


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FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation


Mar 01, 2021
Chuhan Wu, Fangzhao Wu, Yang Cao, Yongfeng Huang, Xing Xie


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Training Microsoft News Recommenders with Pretrained Language Models in the Loop


Feb 18, 2021
Shitao Xiao, Zheng Liu, Yingxia Shao, Tao Di, Xing Xie


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Neural News Recommendation with Negative Feedback


Jan 12, 2021
Chuhan Wu, Fangzhao Wu, Yongfeng Huang, Xing Xie

* CCF Transactions on Pervasive Computing and Interaction, 2020, 2(3): 178-188 

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Sampling-Decomposable Generative Adversarial Recommender


Nov 02, 2020
Binbin Jin, Defu Lian, Zheng Liu, Qi Liu, Jianhui Ma, Xing Xie, Enhong Chen

* Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS2020) 

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Self-supervised Graph Learning for Recommendation


Oct 21, 2020
Jiancan Wu, Xiang Wang, Fuli Feng, Xiangnan He, Liang Chen, Jianxun Lian, Xing Xie

* 11 pages, 7 pages, 5 tables 

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FedNER: Privacy-preserving Medical Named Entity Recognition with Federated Learning


Mar 25, 2020
Suyu Ge, Fangzhao Wu, Chuhan Wu, Tao Qi, Yongfeng Huang, Xing Xie


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A Survey on Knowledge Graph-Based Recommender Systems


Feb 28, 2020
Qingyu Guo, Fuzhen Zhuang, Chuan Qin, Hengshu Zhu, Xing Xie, Hui Xiong, Qing He

* 17 pages, 1 figure 

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Graph Convolution Machine for Context-aware Recommender System


Jan 30, 2020
Jiancan Wu, Xiangnan He, Xiang Wang, Qifan Wang, Weijian Chen, Jianxun Lian, Xing Xie, Yongdong Zhang


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Fast and Accurate Knowledge-Aware Document Representation Enhancement for News Recommendations


Oct 25, 2019
Danyang Liu, Jianxun Lian, Ying Qiao, Jiun-Hung Chen, Guangzhong Sun, Xing Xie


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A Novel User Representation Paradigm for Making Personalized Candidate Retrieval


Jul 15, 2019
Zheng Liu, Yu Xing, Jianxun Lian, Defu Lian, Ziyao Li, Xing Xie


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