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GBA: A Tuning-free Approach to Switch between Synchronous and Asynchronous Training for Recommendation Model



Wenbo Su , Yuanxing Zhang , Yufeng Cai , Kaixu Ren , Pengjie Wang , Huimin Yi , Yue Song , Jing Chen , Hongbo Deng , Jian Xu , Lin Qu , Bo zheng


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On Ranking Consistency of Pre-ranking Stage



Siyu Gu , Xiang-Rong Sheng , Biye Jiang , Siyuan Lou , Shuguang Han , Hongbo Deng , Bo Zheng

* 9 pagees, 5 figures 

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Approximate Nearest Neighbor Search under Neural Similarity Metric for Large-Scale Recommendation



Rihan Chen , Bin Liu , Han Zhu , Yaoxuan Wang , Qi Li , Buting Ma , Qingbo Hua , Jun Jiang , Yunlong Xu , Hongbo Deng , Bo Zheng

* 10 pages, under review of SIGKDD-2022 

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Adversarial Gradient Driven Exploration for Deep Click-Through Rate Prediction



Kailun Wu , Weijie Bian , Zhangming Chan , Lejian Ren , Shiming Xiang , Shuguang Han , Hongbo Deng , Bo Zheng


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Comparative Explanations of Recommendations



Aobo Yang , Nan Wang , Renqin Cai , Hongbo Deng , Hongning Wang

* 17 pages, 4 figures 

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DemiNet: Dependency-Aware Multi-Interest Network with Self-Supervised Graph Learning for Click-Through Rate Prediction



Yule Wang , Qiang Luo , Yue Ding , Dong Wang , Hongbo Deng


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Path-based Deep Network for Candidate Item Matching in Recommenders



Houyi Li , Zhihong Chen , Chenliang Li , Rong Xiao , Hongbo Deng , Peng Zhang , Yongchao Liu , Haihong Tang

* Accepted for publication in SIGIR2021 

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Learning a Product Relevance Model from Click-Through Data in E-Commerce



Shaowei Yao , Jiwei Tan , Xi Chen , Keping Yang , Rong Xiao , Hongbo Deng , Xiaojun Wan

* Accepted to TheWebConf/WWW 2021 

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Explanation as a Defense of Recommendation



Aobo Yang , Nan Wang , Hongbo Deng , Hongning Wang

* WSDM 2021 

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CATN: Cross-Domain Recommendation for Cold-Start Users via Aspect Transfer Network



Cheng Zhao , Chenliang Li , Rong Xiao , Hongbo Deng , Aixin Sun

* Accepted to SIGIR 2020 

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