Fan Liu

2025

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Understanding Before Recommendation: Semantic Aspect-Aware Review Exploitation via Large Language Models.
Fan Liu|Yaqi Liu|Huilin Chen|Zhiyong Cheng|Liqiang Nie|Mohan S. Kankanhalli
ACM Transactions on Information Systems (TOIS) 2025 Volume 43 Issue 2
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User Invariant Preference Learning for Multi-Behavior Recommendation.
Mingshi Yan|Zhiyong Cheng|Fan Liu|Yingda Lyu|Yahong Han
ACM Transactions on Information Systems (TOIS) 2025 Volume 43 Issue 4

2024

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Cascading Residual Graph Convolutional Network for Multi-Behavior Recommendation.
Mingshi Yan|Zhiyong Cheng|Chen Gao|Jing Sun|Fan Liu|Fuming Sun|Haojie Li
ACM Transactions on Information Systems (TOIS) 2024 Volume 42 Issue 1
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Dynamic Multimodal Fusion via Meta-Learning Towards Micro-Video Recommendation.
Han Liu|Yinwei Wei|Fan Liu|Wenjie Wang|Liqiang Nie|Tat-Seng Chua
ACM Transactions on Information Systems (TOIS) 2024 Volume 42 Issue 2
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Decoupled domain-specific and domain-conditional representation learning for cross-domain recommendation.
Yu Zhang|Zhiyong Cheng|Fan Liu|Xun Yang|Yuxin Peng
Information Processing and Management 2024 Volume 61 Issue 2
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Cluster-Based Graph Collaborative Filtering.
Fan Liu|Shuai Zhao|Zhiyong Cheng|Liqiang Nie|Mohan S. Kankanhalli
ACM Transactions on Information Systems (TOIS) 2024 Volume 42 Issue 6
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Behavior-Contextualized Item Preference Modeling for Multi-Behavior Recommendation.
Mingshi Yan|Fan Liu|Jing Sun|Fuming Sun|Zhiyong Cheng|Yahong Han
Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2024, Washington DC, USA, July 14-18, 2024

2023

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LightGT: A Light Graph Transformer for Multimedia Recommendation.
Yinwei Wei|Wenqi Liu|Fan Liu|Xiang Wang|Liqiang Nie|Tat-Seng Chua
Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2023, Taipei, Taiwan, July 23-27, 2023
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Multi-queue Momentum Contrast for Microvideo-Product Retrieval.
Yali Du|Yinwei Wei|Wei Ji|Fan Liu|Xin Luo|Liqiang Nie
Proceedings of the Sixteenth ACM International Conference on Web Search and Data Mining, WSDM 2023, Singapore, 27 February 2023 - 3 March 2023.
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Multi-Behavior Recommendation with Cascading Graph Convolution Networks.
Zhiyong Cheng|Sai Han|Fan Liu|Lei Zhu|Zan Gao|Yuxin Peng
Proceedings of the ACM Web Conference 2023, WWW 2023, Austin, TX, USA, 30 April 2023 - 4 May 2023

2022

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Feature-Level Attentive ICF for Recommendation.
Zhiyong Cheng|Fan Liu|Shenghan Mei|Yangyang Guo|Lei Zhu|Liqiang Nie
ACM Transactions on Information Systems (TOIS) 2022 Volume 40 Issue 4
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Privacy-Preserving Synthetic Data Generation for Recommendation Systems.
Fan Liu|Zhiyong Cheng|Huilin Chen|Yinwei Wei|Liqiang Nie|Mohan S. Kankanhalli
SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11 - 15, 2022

2021

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Interest-aware Message-Passing GCN for Recommendation.
Fan Liu|Zhiyong Cheng|Lei Zhu|Zan Gao|Liqiang Nie
WWW '21: The Web Conference 2021, Virtual Event / Ljubljana, Slovenia, April 19-23, 2021.