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2025 Journal Article Robust federated contrastive recommender system against targeted model poisoning attackYuan, Wei, Yang, Chaoqun, Qu, Liang, Ye, Guanhua, Nguyen, Quoc Viet Hung and Yin, Hongzhi (2025). Robust federated contrastive recommender system against targeted model poisoning attack. Science China Information Sciences, 68 (4) 140103, 4. doi: 10.1007/s11432-024-4272-y |
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2025 Journal Article Graph condensation: a surveyGao, Xinyi, Yu, Junliang, Chen, Tong, Ye, Guanhua, Zhang, Wentao and Yin, Hongzhi (2025). Graph condensation: a survey. IEEE Transactions on Knowledge and Data Engineering, 37 (4), 1819-1837. doi: 10.1109/tkde.2025.3535877 |
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2025 Conference Publication Towards Secure and Robust Recommender Systems: A Data-Centric PerspectiveWang, Zongwei, Yu, Junliang, Chen, Tong, Yin, Hongzhi, Sadiq, Shazia and Gao, Min (2025). Towards Secure and Robust Recommender Systems: A Data-Centric Perspective. New York, NY, USA: ACM. doi: 10.1145/3701551.3703484 |
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2025 Journal Article A thorough performance benchmarking on lightweight embedding-based recommender systemsTran, Hung Vinh, Chen, Tong, Quoc Viet Hung, Nguyen, Huang, Zi, Cui, Lizhen and Yin, Hongzhi (2025). A thorough performance benchmarking on lightweight embedding-based recommender systems. ACM Transactions on Information Systems, 43 (3) 63, 1-32. doi: 10.1145/3712589 |
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2025 Journal Article PTF-FSR: a parameter transmission-free federated sequential recommender systemYuan, Wei, Yang, Chaoqun, Qu, Liang, Hung, Nguyen Quoc Viet, Ye, Guanhua and Yin, Hongzhi (2025). PTF-FSR: a parameter transmission-free federated sequential recommender system. ACM Transactions on Information Systems, 43 (2) 52, 1-24. doi: 10.1145/3708344 |
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2025 Journal Article Certified unlearning for federated recommendationHuynh, Thanh Trung, Nguyen, Trong Bang, Nguyen, Thanh Toan, Nguyen, Phi Le, Yin, Hongzhi, Nguyen, Quoc Viet Hung and Nguyen, Thanh Tam (2025). Certified unlearning for federated recommendation. ACM Transactions on Information Systems, 43 (2) 6419, 1-29. doi: 10.1145/3706419 |
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2025 Journal Article Privacy-preserving explainable AI: a surveyNguyen, Thanh Tam, Huynh, Thanh Trung, Ren, Zhao, Nguyen, Thanh Toan, Nguyen, Phi Le, Yin, Hongzhi and Nguyen, Quoc Viet Hung (2025). Privacy-preserving explainable AI: a survey. Science China-Information Sciences, 68 (1) 111101. doi: 10.1007/s11432-024-4123-4 |
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2025 Journal Article Handling low homophily in recommender systems with partitioned graph transformerNguyen, Thanh Tam, Nguyen, Thanh Toan, Weidlich, Matthias, Jo, Jun, Nguyen, Quoc Viet Hung, Yin, Hongzhi and Liew, Alan Wee-Chung (2025). Handling low homophily in recommender systems with partitioned graph transformer. IEEE Transactions on Knowledge and Data Engineering, 37 (1), 334-350. doi: 10.1109/tkde.2024.3485880 |
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2025 Conference Publication Multi-task learning of heterogeneous hypergraph representations in LBSNsNguyen, Dong Duc Anh, Nguyen, Minh Hieu, Nguyen, Phi Le, Jo, Jun, Yin, Hongzhi and Nguyen, Thanh Tam (2025). Multi-task learning of heterogeneous hypergraph representations in LBSNs. 20th International Conference, ADMA 2024, Sydney, NSW, Australia, 3 - 5 December 2024. Heidelberg, Germany: Springer. doi: 10.1007/978-981-96-0821-8_11 |
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2025 Journal Article A Survey on Point-of-Interest Recommendation: Models, Architectures, and SecurityZhang, Qianru, Yang, Peng, Yu, Junliang, Wang, Haixin, He, Xingwei, Yiu, Siu-Ming and Yin, Hongzhi (2025). A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security. IEEE Transactions on Knowledge and Data Engineering, PP (99), 1-20. doi: 10.1109/tkde.2025.3551292 |
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2025 Journal Article PUMA: efficient continual graph learning for node classification with graph condensationLiu, Yilun, Qiu, Ruihong, Tang, Yanran, Yin, Hongzhi and Huang, Zi (2025). PUMA: efficient continual graph learning for node classification with graph condensation. IEEE Transactions on Knowledge and Data Engineering, 37 (1), 449-461. doi: 10.1109/tkde.2024.3485691 |
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2025 Book Chapter Hyperbolic Adversarial Learning for Personalized Item RecommendationZhang, Aoran, Yu, Yonghong, Xu, Gongyou, Gao, Rong, Zhang, Li, Gao, Shang and Yin, Hongzhi (2025). Hyperbolic Adversarial Learning for Personalized Item Recommendation. Lecture Notes in Computer Science. (pp. 303-312) Singapore: Springer Nature Singapore. doi: 10.1007/978-981-97-5555-4_20 |
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2025 Book Chapter Disentangled Representations for Cross-Domain Recommendation via Heterogeneous Graph Contrastive LearningLiu, Xinyue, Li, Bohan, Chen, Yijun, Li, Xiaoxue, Xu, Shuai and Yin, Hongzhi (2025). Disentangled Representations for Cross-Domain Recommendation via Heterogeneous Graph Contrastive Learning. Lecture Notes in Computer Science. (pp. 35-50) Singapore: Springer Nature Singapore. doi: 10.1007/978-981-97-5555-4_3 |
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2025 Journal Article Do as I can, not as I get: Topology-aware multi-hop reasoning on multi-modal knowledge graphsZheng, Shangfei, Yin, Hongzhi, Chen, Tong, Nguyen, Quoc Viet Hung, Chen, Wei and Zhao, Lei (2025). Do as I can, not as I get: Topology-aware multi-hop reasoning on multi-modal knowledge graphs. IEEE Transactions on Knowledge and Data Engineering, PP (99), 1-14. doi: 10.1109/tkde.2025.3546686 |
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2025 Journal Article Contrastive Translation With Dynamical Temperature for Sequential RecommendationZhang, Aoran, Yu, Yonghong, Zhang, Li, Gao, Rong and Yin, Hongzhi (2025). Contrastive Translation With Dynamical Temperature for Sequential Recommendation. IEEE Transactions on Systems, Man, and Cybernetics: Systems, PP (99), 1-13. doi: 10.1109/tsmc.2025.3550701 |
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2024 Journal Article FELLAS: enhancing federated sequential recommendation with LLM as external servicesYuan, Wei, Yang, Chaoqun, Ye, Guanhua, Chen, Tong, Hung, Nguyen Quoc Viet and Yin, Hongzhi (2024). FELLAS: enhancing federated sequential recommendation with LLM as external services. ACM Transactions on Information Systems. doi: 10.1145/3709138 |
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2024 Journal Article A dual benchmarking study of facial forgery and facial forensicsPham, Minh Tam, Huynh, Thanh Trung, Nguyen, Thanh Tam, Nguyen, Thanh Toan, Nguyen, Thanh Thi, Jo, Jun, Yin, Hongzhi and Hung Nguyen, Quoc Viet (2024). A dual benchmarking study of facial forgery and facial forensics. CAAI Transactions on Intelligence Technology, 9 (6), 1377-1397. doi: 10.1049/cit2.12362 |
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2024 Journal Article Reliable node similarity matrix guided contrastive graph clusteringLiu, Yunhui, Gao, Xinyi, He, Tieke, Zheng, Tao, Zhao, Jianhua and Yin, Hongzhi (2024). Reliable node similarity matrix guided contrastive graph clustering. IEEE Transactions on Knowledge and Data Engineering, 36 (12), 9123-9135. doi: 10.1109/tkde.2024.3435887 |
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2024 Journal Article Hyperbolic translation-based sequential recommendationYu, Yonghong, Zhang, Aoran, Zhang, Li, Gao, Rong, Gao, Shang and Yin, Hongzhi (2024). Hyperbolic translation-based sequential recommendation. IEEE Transactions on Computational Social Systems, 11 (6), 7467-7483. doi: 10.1109/tcss.2024.3409711 |
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2024 Journal Article Multi-level graph knowledge contrastive learningYang, Haoran, Wang, Yuhao, Zhao, Xiangyu, Chen, Hongxu, Yin, Hongzhi, Li, Qing and Xu, Guandong (2024). Multi-level graph knowledge contrastive learning. IEEE Transactions on Knowledge and Data Engineering, 36 (12), 8829-8841. doi: 10.1109/TKDE.2024.3466530 |
