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Enhancing Top-N Item Recommendations by Peer Collaboration


Nov 02, 2021
Yang Sun, Fajie Yuan, Min Yang, Alexandros Karatzoglou, Shen Li, Xiaoyan Zhao

* 9 pages, 6 figures 

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Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking


Jul 17, 2021
Binzong Geng, Fajie Yuan, Qiancheng Xu, Ying Shen, Ruifeng Xu, Min Yang

* Accepted by The Annual Meeting of the Association for Computational Linguistics (ACL), 2021 

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Scene-adaptive Knowledge Distillation for Sequential Recommendation via Differentiable Architecture Search


Jul 15, 2021
Lei Chen, Fajie Yuan, Jiaxi Yang, Min Yang, Chengming Li


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Iterative Network Pruning with Uncertainty Regularization for Lifelong Sentiment Classification


Jun 21, 2021
Binzong Geng, Min Yang, Fajie Yuan, Shupeng Wang, Xiang Ao, Ruifeng Xu

* Accepted by the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2021 

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User-specific Adaptive Fine-tuning for Cross-domain Recommendations


Jun 18, 2021
Lei Chen, Fajie Yuan, Jiaxi Yang, Xiangnan He, Chengming Li, Min Yang


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StackRec: Efficient Training of Very Deep Sequential Recommender Models by Layer Stacking


Dec 14, 2020
Jiachun Wang, Fajie Yuan, Jian Chen, Qingyao Wu, Chengmin Li, Min Yang, Yang Sun, Guoxiao Zhang


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A Generic Network Compression Framework for Sequential Recommender Systems


May 26, 2020
Yang Sun, Fajie Yuan, Min Yang, Guoao Wei, Zhou Zhao, Duo Liu

* Accepted by SIGIR2020 

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Parameter-Efficient Transfer from Sequential Behaviors for User Modeling and Recommendation


Feb 04, 2020
Fajie Yuan, Xiangnan He, Alexandros Karatzoglou, Liguang Zhang


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Parameter-Efficient Transfer from Sequential Behaviors for User Profiling and Recommendation


Feb 02, 2020
Fajie Yuan, Xiangnan He, Alexandros Karatzoglou, Liguang Zhang


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Modeling Embedding Dimension Correlations via Convolutional Neural Collaborative Filtering


Jun 26, 2019
Xiaoyu Du, Xiangnan He, Fajie Yuan, Jinhui Tang, Zhiguang Qin, Tat-Seng Chua

* TOIS Minor 

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A Simple but Hard-to-Beat Baseline for Session-based Recommendations


Aug 30, 2018
Fajie Yuan, Alexandros Karatzoglou, Ioannis Arapakis, Joemon M Jose, Xiangnan He


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VSE-ens: Visual-Semantic Embeddings with Efficient Negative Sampling


Aug 11, 2018
Guibing Guo, Songlin Zhai, Fajie Yuan, Yuan Liu, Xingwei Wang

* Published by The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18) 

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Improving Negative Sampling for Word Representation using Self-embedded Features


Jun 26, 2018
Long Chen, Fajie Yuan, Joemon M. Jose, Weinan Zhang

* Accepted in WSDM 2018 

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