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TITLE = "Recommender Systems Leveraging Multimedia Content",
JOURNAL = Surveys,
VOLUME = "53",
YEAR = "2020",
NUMBER = "5",
MONTH = "September",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252711"}
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AUTHOR = "Park, J.Y. and Kim, J.H.",
TITLE = "Online incremental hierarchical classification resonance network",
JOURNAL = PR,
VOLUME = "111",
YEAR = "2021",
PAGES = "107672",
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AUTHOR = "Chen, X. and Liu, D. and Xiong, Z. and Zha, Z.J.",
TITLE = "Learning and Fusing Multiple User Interest Representations for
Micro-Video and Movie Recommendations",
JOURNAL = MultMed,
VOLUME = "23",
YEAR = "2021",
PAGES = "484-496",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252713"}
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AUTHOR = "Li, G. and Qiu, L. and Yu, C. and Cao, H. and Liu, Y. and Yang, C.",
TITLE = "IPTV Channel Zapping Recommendation With Attention Mechanism",
JOURNAL = MultMed,
VOLUME = "23",
YEAR = "2021",
PAGES = "538-549",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252714"}
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AUTHOR = "Yang, J. and Klabjan, D.",
TITLE = "Bayesian Active Learning for Choice Models With Deep Gaussian
Processes",
JOURNAL = ITS,
VOLUME = "22",
YEAR = "2021",
NUMBER = "2",
MONTH = "February",
PAGES = "1080-1092",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252715"}
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AUTHOR = "Deldjoo, Y. and di Noia, T. and Merra, F.A.",
TITLE = "A Survey on Adversarial Recommender Systems: From Attack/Defense
Strategies to Generative Adversarial Networks",
JOURNAL = Surveys,
VOLUME = "54",
YEAR = "2021",
NUMBER = "2",
MONTH = "March",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252716"}
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AUTHOR = "Sang, L. and Xu, M. and Qian, S.S. and Martin, M. and Li, P. and Wu, X.D.",
TITLE = "Context-Dependent Propagating-Based Video Recommendation in
Multimodal Heterogeneous Information Networks",
JOURNAL = MultMed,
VOLUME = "23",
YEAR = "2021",
PAGES = "2019-2032",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252717"}
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AUTHOR = "Zhao, Z. and Nie, J. and Wang, C.L. and Huang, L.",
TITLE = "Sliced Wasserstein based Canonical Correlation Analysis for
Cross-Domain Recommendation",
JOURNAL = PRL,
VOLUME = "150",
YEAR = "2021",
PAGES = "33-39",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252718"}
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AUTHOR = "Chen, Y. and Mensah, S. and Ma, F. and Wang, H. and Jiang, Z.G.",
TITLE = "Collaborative filtering grounded on knowledge graphs",
JOURNAL = PRL,
VOLUME = "151",
YEAR = "2021",
PAGES = "55-61",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252719"}
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AUTHOR = "Huang, W. and Xu, R.Y.D.",
TITLE = "Gaussian process latent variable model factorization for
context-aware recommender systems",
JOURNAL = PRL,
VOLUME = "151",
YEAR = "2021",
PAGES = "281-287",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252720"}
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AUTHOR = "Ding, R. and Chen, B. and Guo, G. and Yang, X.C.",
TITLE = "Adversarial Path Sampling for Recommender Systems",
JOURNAL = IEEE_Int_Sys,
VOLUME = "36",
YEAR = "2021",
NUMBER = "6",
MONTH = "November",
PAGES = "23-31",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252721"}
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AUTHOR = "Feng, L. and Wei, H.X. and Guo, Q.Y. and Lin, Z.Y. and An, B.",
TITLE = "Embedding-Augmented Generalized Matrix Factorization for
Recommendation With Implicit Feedback",
JOURNAL = IEEE_Int_Sys,
VOLUME = "36",
YEAR = "2021",
NUMBER = "6",
MONTH = "November",
PAGES = "32-41",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252722"}
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AUTHOR = "Han, T.Y. and Niu, S.Z. and Wang, P.F.",
TITLE = "Multimodal-adaptive hierarchical network for multimedia sequential
recommendation",
JOURNAL = PRL,
VOLUME = "152",
YEAR = "2021",
PAGES = "10-17",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252723"}
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AUTHOR = "Liang, D.G. and Corneli, M. and Bouveyron, C. and Latouche, P.",
TITLE = "DeepLTRS: A deep latent recommender system based on user ratings and
reviews",
JOURNAL = PRL,
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YEAR = "2021",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252724"}
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AUTHOR = "Cai, D.S. and Qian, S.S. and Fang, Q. and Xu, C.S.",
TITLE = "Heterogeneous Hierarchical Feature Aggregation Network for
Personalized Micro-Video Recommendation",
JOURNAL = MultMed,
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YEAR = "2022",
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AUTHOR = "Cai, D.S. and Qian, S.S. and Fang, Q. and Hu, J. and Ding, W. and Xu, C.S.",
TITLE = "Heterogeneous Graph Contrastive Learning Network for Personalized
Micro-Video Recommendation",
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AUTHOR = "Yi, J. and Chen, Z.Z.",
TITLE = "Multi-Modal Variational Graph Auto-Encoder for Recommendation Systems",
JOURNAL = MultMed,
VOLUME = "24",
YEAR = "2022",
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AUTHOR = "Yi, J. and Chen, Z.Z.",
TITLE = "Variational Mixture of Stochastic Experts Auto-Encoder for
Multi-Modal Recommendation",
JOURNAL = MultMed,
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YEAR = "2024",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252728"}
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AUTHOR = "Yi, J. and Zhu, Y.C. and Xie, J.Y. and Chen, Z.Z.",
TITLE = "Cross-Modal Variational Auto-Encoder for Content-Based Micro-Video
Background Music Recommendation",
JOURNAL = MultMed,
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YEAR = "2023",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252729"}
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AUTHOR = "Rodrigues, F. and Ortelli, N. and Bierlaire, M. and Pereira, F.C.",
TITLE = "Bayesian Automatic Relevance Determination for Utility Function
Specification in Discrete Choice Models",
JOURNAL = ITS,
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252730"}
@article{bb257920,
AUTHOR = "Dai, Q.Y. and Wu, X.M. and Fan, L. and Li, Q. and Liu, H. and Zhang, X.T. and Wang, D. and Lin, G. and Yang, K.P.",
TITLE = "Personalized knowledge-aware recommendation with collaborative and
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AUTHOR = "Wei, Y.W. and Wang, X. and He, X.N. and Nie, L.Q. and Rui, Y. and Chua, T.S.",
TITLE = "Hierarchical User Intent Graph Network for Multimedia Recommendation",
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PAGES = "2701-2712",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252732"}
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AUTHOR = "Hao, J. and Dun, Y.J. and Zhao, G.S. and Wu, Y.X. and Qian, X.M.",
TITLE = "Annular-Graph Attention Model for Personalized Sequential
Recommendation",
JOURNAL = MultMed,
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252733"}
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AUTHOR = "Zhen, Y. and Liu, H. and Sun, M. and Yang, B. and Zhang, P.",
TITLE = "Adaptive preference transfer for personalized IoT entity
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JOURNAL = PRL,
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AUTHOR = "Shrivastava, R. and Sisodia, D.S. and Nagwani, N.K. and BP, U.R.",
TITLE = "An optimized recommendation framework exploiting textual review based
opinion mining for generating pleasantly surprising, novel yet
relevant recommendations",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252735"}
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AUTHOR = "Wang, X. and Chen, H. and Zhou, Y.W. and Ma, J.X. and Zhu, W.W.",
TITLE = "Disentangled Representation Learning for Recommendation",
JOURNAL = PAMI,
VOLUME = "45",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252736"}
@article{bb257926,
AUTHOR = "Xie, J.Y. and Zhu, Y.C. and Chen, Z.Z.",
TITLE = "Micro-Video Popularity Prediction Via Multimodal Variational
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JOURNAL = MultMed,
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AUTHOR = "Nie, J. and Zhao, Z. and Huang, L. and Nie, W.Z. and Wei, Z.Q.",
TITLE = "Cross-Domain Recommendation Via User-Clustering and Multidimensional
Information Fusion",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252738"}
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AUTHOR = "Wang, Y.Q. and Qi, L. and Dou, R. and Shen, S. and Hou, L.L. and Liu, Y. and Yang, Y.H. and Kong, L.Z.",
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AUTHOR = "Wang, Q.F. and Wei, Y.W. and Yin, J.H. and Wu, J.L. and Song, X.M. and Nie, L.Q.",
TITLE = "DualGNN: Dual Graph Neural Network for Multimedia Recommendation",
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AUTHOR = "Zhang, S.Y. and Feng, F. and Kuang, K. and Zhang, W.Q. and Zhao, Z. and Yang, H.X. and Chua, T.S. and Wu, F.",
TITLE = "Personalized Latent Structure Learning for Recommendation",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252741"}
@article{bb257931,
AUTHOR = "Pretet, L. and Richard, G. and Souchier, C. and Peeters, G.",
TITLE = "Video-to-Music Recommendation Using Temporal Alignment of Segments",
JOURNAL = MultMed,
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AUTHOR = "Wu, C.W. and Lian, D. and Ge, Y. and Zhu, Z.H. and Chen, E.",
TITLE = "Influence-Driven Data Poisoning for Robust Recommender Systems",
JOURNAL = PAMI,
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252743"}
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AUTHOR = "Li, M. and Zhang, L. and Cui, L.X. and Bai, L. and Li, Z. and Wu, X.D.",
TITLE = "BLoG: Bootstrapped Graph Representation Learning with Local and
Global Regularization for Recommendation",
JOURNAL = PR,
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YEAR = "2023",
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AUTHOR = "Tao, Z. and Liu, X.H. and Xia, Y.W. and Wang, X. and Yang, L.F. and Huang, X.L. and Chua, T.S.",
TITLE = "Self-Supervised Learning for Multimedia Recommendation",
JOURNAL = MultMed,
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YEAR = "2023",
PAGES = "5107-5116",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252745"}
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AUTHOR = "Liu, F. and Chen, H.L. and Cheng, Z.Y. and Liu, A. and Nie, L.Q. and Kankanhalli, M.",
TITLE = "Disentangled Multimodal Representation Learning for Recommendation",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252746"}
@article{bb257936,
AUTHOR = "Wang, Z.Y. and Wei, W. and Zou, D. and Liu, Y.F. and Li, X.L. and Mao, X.L. and Qiu, M.H.",
TITLE = "Exploring global information for session-based recommendation",
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YEAR = "2024",
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@article{bb257937,
AUTHOR = "Gong, J.B. and Zhao, Y. and Zhao, J.Y. and Zhang, J. and Ma, G.X. and Zheng, S.J. and Du, S.Y. and Tang, J.",
TITLE = "Personalized recommendation via inductive spatiotemporal graph neural
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JOURNAL = PR,
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AUTHOR = "Wang, F. and Gao, X.Y. and Chen, Z.Y. and Lyu, L.",
TITLE = "Contrastive Multi-Level Graph Neural Networks for Session-Based
Recommendation",
JOURNAL = MultMed,
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YEAR = "2023",
PAGES = "9278-9289",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252749"}
@article{bb257939,
AUTHOR = "Cao, T.W. and Xu, Q.Q. and Yang, Z.Y. and Huang, Q.M.",
TITLE = "Mitigating Confounding Bias in Practical Recommender Systems With
Partially Inaccessible Exposure Status",
JOURNAL = PAMI,
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YEAR = "2024",
NUMBER = "2",
MONTH = "February",
PAGES = "957-974",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252750"}
@article{bb257940,
AUTHOR = "Li, S.W. and Guo, H.F. and Tang, X. and Tang, R.M. and Hou, L. and Li, R.X. and Zhang, R.",
TITLE = "Embedding Compression in Recommender Systems: A Survey",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252751"}
@article{bb257941,
AUTHOR = "Nie, W.Z. and Wen, X. and Liu, J. and Chen, J.W. and Wu, J. and Jin, G.Q. and Lu, J. and Liu, A.A.",
TITLE = "Knowledge-Enhanced Causal Reinforcement Learning Model for
Interactive Recommendation",
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YEAR = "2024",
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AUTHOR = "Tang, H. and Zhao, G.S. and Gao, J. and Qian, X.M.",
TITLE = "Personalized Representation With Contrastive Loss for Recommendation
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JOURNAL = MultMed,
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PAGES = "2419-2429",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252753"}
@article{bb257943,
AUTHOR = "Wen, X. and Nie, W.Z. and Liu, J. and Su, Y.T. and Zhang, Y.D. and Liu, A.A.",
TITLE = "CDCM: ChatGPT-Aided Diversity-Aware Causal Model for Interactive
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JOURNAL = MultMed,
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252754"}
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AUTHOR = "Zhao, W.H. and Wu, H. and He, W.D. and Bi, H.Y. and Wang, H. and Zhu, C. and Xu, T. and Chen, E.",
TITLE = "Hierarchical Multi-Modal Attention Network for Time-Sync Comment
Video Recommendation",
JOURNAL = CirSysVideo,
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YEAR = "2024",
NUMBER = "4",
MONTH = "April",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252755"}
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AUTHOR = "Wu, C.W. and Lian, D. and Ge, Y. and Zhou, M. and Chen, E. and Tao, D.C.",
TITLE = "Boosting Factorization Machines via Saliency-Guided Mixup",
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MONTH = "June",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252756"}
@article{bb257946,
AUTHOR = "Jian, M. and Lang, L. and Guo, J.J. and Li, Z. and Wang, T. and Wu, L.F.",
TITLE = "Light dual hypergraph convolution for collaborative filtering",
JOURNAL = PR,
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AUTHOR = "Liu, J. and Sun, L. and Nie, W.Z. and Su, Y.T. and Zhang, Y.D. and Liu, A.",
TITLE = "Inter- and Intra-Domain Potential User Preferences for Cross-Domain
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YEAR = "2024",
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@article{bb257948,
AUTHOR = "Wu, D.P. and Fan, X. and Zhang, P. and Fu, M.",
TITLE = "Social domain integrated semantic self-discovery method for
recommendation",
JOURNAL = PRL,
VOLUME = "184",
YEAR = "2024",
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AUTHOR = "Guo, J. and Wen, L.Y. and Zhou, Y. and Song, B. and Chi, Y.H. and Yu, F.R.",
TITLE = "SPACE: Self-Supervised Dual Preference Enhancing Network for
Multimodal Recommendation",
JOURNAL = MultMed,
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YEAR = "2024",
PAGES = "8849-8859",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252760"}
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AUTHOR = "Zhao, G.S. and Zhang, X.L. and Tang, H. and Shen, J. and Qian, X.M.",
TITLE = "Domain-Oriented Knowledge Transfer for Cross-Domain Recommendation",
JOURNAL = MultMed,
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AUTHOR = "Bao, S.L. and Xu, Q.Q. and Yang, Z.Y. and He, Y. and Cao, X.C. and Huang, Q.M.",
TITLE = "Improved Diversity-Promoting Collaborative Metric Learning for
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YEAR = "2024",
NUMBER = "12",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252762"}
@article{bb257952,
AUTHOR = "Sugiyama, T. and Yoshida, S. and Muneyasu, M.",
TITLE = "DRGNN: Disentangled representation graph neural network for diverse
category-level recommendations",
JOURNAL = PRL,
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AUTHOR = "Li, Z. and Yang, C. and Chen, Y.K. and Wang, X.Z. and Chen, H.X. and Xu, G.D. and Yao, L. and Sheng, M.",
TITLE = "Graph and Sequential Neural Networks in Session-based Recommendation:
A Survey",
JOURNAL = Surveys,
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NUMBER = "2",
MONTH = "November",
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@article{bb257954,
AUTHOR = "Liu, Q.D. and Hu, J.X. and Xiao, Y.T. and Zhao, X.Y. and Gao, J.T. and Wang, W.Y. and Li, Q. and Tang, J.",
TITLE = "Multimodal Recommender Systems: A Survey",
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AUTHOR = "Cao, T.W. and Xu, Q.Q. and Yang, Z.Y. and Ma, Z.Y. and Huang, Q.M.",
TITLE = "Practically Unbiased Pairwise Loss for Recommendation With Implicit
Feedback",
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JOURNAL = PR,
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TITLE = "NineRec: A Benchmark Dataset Suite for Evaluating Transferable
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JOURNAL = PAMI,
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YEAR = "2025",
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MONTH = "July",
PAGES = "5256-5267",
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AUTHOR = "Dong, X. and Song, X.M. and Liu, T.L. and Guan, W.",
TITLE = "Prompt-Based Multi-Interest Learning Method for Sequential
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JOURNAL = PAMI,
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PAGES = "6876-6887",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252770"}
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AUTHOR = "Gao, Y.B. and Niu, S. and Lv, G.H. and Ling, M.G. and Geng, X.",
TITLE = "Long and Recent Preference Learning With Recent-K Items Distribution
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AUTHOR = "Wang, L. and Wang, S. and Zhang, Q. and Wu, Q. and Xu, M.",
TITLE = "Federated User Preference Modeling for Privacy-Preserving
Cross-Domain Recommendation",
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PAGES = "5324-5336",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252772"}
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AUTHOR = "Nithya, B.N. and Geetha, D.E. and Kumar, M.",
TITLE = "Metaheuristic-Assisted Contextual Post-Filtering Method for Event
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AUTHOR = "Mo, F. and Xiao, L. and Song, Q. and Gao, X. and Song, W.Z. and Wang, S.",
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JOURNAL = MultMedMag,
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MONTH = "July",
PAGES = "27-37",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252775"}
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AUTHOR = "Xu, Y.Y. and Xiao, H. and Zhang, H.R. and Wang, D.D. and Wang, K. and Min, F.",
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AUTHOR = "Ren, X.B. and Wei, W. and Xia, L.H. and Huang, C.",
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JOURNAL = Surveys,
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252777"}
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AUTHOR = "Hasan, E. and Rahman, M. and Ding, C. and Huang, J.X.J. and Raza, S.",
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A Survey of Approaches, Challenges and Future Perspectives",
JOURNAL = Surveys,
VOLUME = "58",
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MONTH = "September",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252778"}
@article{bb257968,
AUTHOR = "Zhang, K. and Cao, Q. and Sun, F. and Wu, Y.F. and Tao, S.C. and Shen, H.W. and Cheng, X.Q.",
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AUTHOR = "Wen, X. and Nie, W.Z. and Liu, J. and Zhang, N. and Su, Y.T. and Liu, A.A.",
TITLE = "Disentangled Denoising and Counterfactual Balance for Multimodal
Recommendation",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252780"}
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AUTHOR = "Mo, X. and Liu, F. and Tang, R. and Gao, J.T. and Liu, H.",
TITLE = "Knowledge-Aware Diffusion-Enhanced Multimedia Recommendation",
JOURNAL = MultMed,
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AUTHOR = "Yamasaki, C. and Sugahara, K. and Nagi, Y. and Okamoto, K.",
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annotation, and LLM-as-a-Judge",
JOURNAL = PRL,
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AUTHOR = "Guo, J. and Wen, L. and Zhao, Y.F. and Song, B. and Chi, Y.H.",
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AUTHOR = "Xue, Y. and Ren, Q.Q. and Liu, Y. and Sun, J.G.",
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AUTHOR = "Li, F.J. and Zhang, H. and Zhang, M.Y. and Wang, L.Q. and Wang, M.",
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Recommendation",
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AUTHOR = "Li, Z.Y. and Teng, F. and Zhai, G.T. and Li, T.R.",
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JOURNAL = PAMI,
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252802"}
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252803"}
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recommendation",
JOURNAL = PRL,
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YEAR = "2026",
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Taxonomy, Evaluation, and Future Directions",
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252805"}
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BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252808"}
@inproceedings{bb257998,
AUTHOR = "Fayyazi, A. and Kamal, M. and Pedram, M.",
TITLE = "FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous
Conformal Thresholding and Dynamic Output Repair",
BOOKTITLE = WACV26,
YEAR = "2026",
PAGES = "6633-6642",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252809"}
@inproceedings{bb257999,
AUTHOR = "Waseda, F. and Tejero de Pablos, A. and Echizen, I.",
TITLE = "Multimodal Adversarial Defense for Vision-Language Models by
Leveraging One-To-Many Relationships",
BOOKTITLE = WACV26,
YEAR = "2026",
PAGES = "6968-6977",
BIBSOURCE = "http://www.visionbib.com/bibliography/applicat831vr1.html#TT252810"}
Last update:Sep 30, 2026 at 11:45:00