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Cooperative Retriever and Ranker in Deep Recommenders


Jun 28, 2022
Xu Huang, Defu Lian, Jin Chen, Zheng Liu, Xing Xie, Enhong Chen


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Boosting Factorization Machines via Saliency-Guided Mixup


Jun 17, 2022
Chenwang Wu, Defu Lian, Yong Ge, Min Zhou, Enhong Chen, Dacheng Tao


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Cache-Augmented Inbatch Importance Resampling for Training Recommender Retriever


May 30, 2022
Jin Chen, Defu Lian, Yucheng Li, Baoyun Wang, Kai Zheng, Enhong Chen

* 18 pages 

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Self-Supervised Text Erasing with Controllable Image Synthesis


Apr 27, 2022
Gangwei Jiang, Shiyao Wang, Tiezheng Ge, Yuning Jiang, Ying Wei, Defu Lian

* 10 pages 

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HRCF: Enhancing Collaborative Filtering via Hyperbolic Geometric Regularization


Apr 18, 2022
Menglin Yang, Min Zhou, Jiahong Liu, Defu Lian, Irwin King

* Proceedings of the ACM Web Conference 2022 (WWW '22) 

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BSAL: A Framework of Bi-component Structure and Attribute Learning for Link Prediction


Apr 18, 2022
Bisheng Li, Min Zhou, Shengzhong Zhang, Menglin Yang, Defu Lian, Zengfeng Huang

* Accepted by SIGIR 2022 

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Distill-VQ: Learning Retrieval Oriented Vector Quantization By Distilling Knowledge from Dense Embeddings


Apr 01, 2022
Shitao Xiao, Zheng Liu, Weihao Han, Jianjin Zhang, Defu Lian, Yeyun Gong, Qi Chen, Fan Yang, Hao Sun, Yingxia Shao, Denvy Deng, Qi Zhang, Xing Xie

* Accepted by SIGIR 2022 

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Visualizing the Relationship Between Encoded Linguistic Information and Task Performance


Mar 29, 2022
Jiannan Xiang, Huayang Li, Defu Lian, Guoping Huang, Taro Watanabe, Lemao Liu

* Findings of ACL 2022 

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Investigating Data Variance in Evaluations of Automatic Machine Translation Metrics


Mar 29, 2022
Jiannan Xiang, Huayang Li, Yahui Liu, Lemao Liu, Guoping Huang, Defu Lian, Shuming Shi

* Findings of ACL 2022 

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A Mutually Reinforced Framework for Pretrained Sentence Embeddings


Feb 28, 2022
Junhan Yang, Zheng Liu, Shitao Xiao, Jianxun Lian, Lijun Wu, Defu Lian, Guangzhong Sun, Xing Xie


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