{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T01:45:10Z","timestamp":1787017510506,"version":"3.56.0"},"publisher-location":"New York, NY, USA","reference-count":41,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,10,21]],"date-time":"2024-10-21T00:00:00Z","timestamp":1729468800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"the Special Research Assistant Funded Project of the Chinese Academy of Sciences"},{"name":"Strategic Priority Research Program of the Chinese Academy of Sciences","award":["XDB38030300"],"award-info":[{"award-number":["XDB38030300"]}]},{"name":"the China Postdoctoral Science Foundation Funded Project","award":["2023M743565"],"award-info":[{"award-number":["2023M743565"]}]},{"name":"the Postdoctoral Fellowship Program of CPSF","award":["GZC20232736"],"award-info":[{"award-number":["GZC20232736"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,10,21]]},"DOI":"10.1145\/3627673.3679620","type":"proceedings-article","created":{"date-parts":[[2024,10,20]],"date-time":"2024-10-20T15:34:21Z","timestamp":1729438461000},"page":"1400-1409","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":25,"title":["GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-8546-520X","authenticated-orcid":false,"given":"Guojiao","family":"Lin","sequence":"first","affiliation":[{"name":"CNIC, CAS &amp; UCAS, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8071-7277","authenticated-orcid":false,"given":"Meng","family":"Zhen","sequence":"additional","affiliation":[{"name":"CNIC, CAS, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3948-0059","authenticated-orcid":false,"given":"Dongjie","family":"Wang","sequence":"additional","affiliation":[{"name":"University of Kansas, Lawrence, KS, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-7265-3101","authenticated-orcid":false,"given":"Qingqing","family":"Long","sequence":"additional","affiliation":[{"name":"CNIC, CAS &amp; UCAS, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2144-1131","authenticated-orcid":false,"given":"Yuanchun","family":"Zhou","sequence":"additional","affiliation":[{"name":"CNIC, CAS &amp; UCAS, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5294-5776","authenticated-orcid":false,"given":"Meng","family":"Xiao","sequence":"additional","affiliation":[{"name":"CNIC, CAS, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2024,10,21]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Multimodal machine learning: a survey and taxonomy","author":"Baltruaitis Tadas","unstructured":"Tadas Baltruaitis, Chaitanya Ahuja, and Louis-Philippe Morency. 2018. Multimodal machine learning: a survey and taxonomy. IEEE transactions on pattern analysis and machine intelligence, 41, 2, 423--443."},{"key":"e_1_3_2_1_2_1","first-page":"9","article-title":"Fast approximate knn graph construction for high dimensional data via recursive lanczos bisection","volume":"10","author":"Chen Jie","year":"2009","unstructured":"Jie Chen, Haw-ren Fang, and Yousef Saad. 2009. Fast approximate knn graph construction for high dimensional data via recursive lanczos bisection. Journal of Machine Learning Research, 10, 9.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3077136.3080797"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/s13740-016-0060-9"},{"key":"e_1_3_2_1_5_1","volume-title":"Proceedings of the thirteenth international conference on artificial intelligence and statistics. JMLR Workshop and Conference Proceedings, 249--256","author":"Glorot Xavier","year":"2010","unstructured":"Xavier Glorot and Yoshua Bengio. 2010. Understanding the difficulty of training deep feedforward neural networks. In Proceedings of the thirteenth international conference on artificial intelligence and statistics. JMLR Workshop and Conference Proceedings, 249--256."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v30i1.9973"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401063"},{"key":"e_1_3_2_1_8_1","unstructured":"Diederik P Kingma and Jimmy Ba. 2014. Adam: a method for stochastic optimization. arXiv preprint arXiv:1412.6980."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330859"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442381.3449986"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/3383313.3412222"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3589334.3645688"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403150"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467429"},{"key":"e_1_3_2_1_15_1","volume-title":"Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 1707--1716","author":"Luo Sichun","year":"2023","unstructured":"Sichun Luo, Chen Ma, Yuanzhang Xiao, and Linqi Song. 2023. Improving longtail item recommendation with graph augmentation. In Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 1707--1716."},{"key":"e_1_3_2_1_16_1","unstructured":"Steffen Rendle Christoph Freudenthaler Zeno Gantner and Lars Schmidt-Thieme. 2012. Bpr: bayesian personalized ranking from implicit feedback. In."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/371920.372071"},{"key":"e_1_3_2_1_18_1","article-title":"Self-supervised learning for multimedia recommendation","author":"Tao Zhulin","year":"2022","unstructured":"Zhulin Tao, Xiaohao Liu, Yewei Xia, XiangWang, Lifang Yang, Xianglin Huang, and Tat-Seng Chua. 2022. Self-supervised learning for multimedia recommendation. IEEE Transactions on Multimedia.","journal-title":"IEEE Transactions on Multimedia."},{"key":"e_1_3_2_1_19_1","first-page":"11","article-title":"Visualizing data using t-sne","volume":"9","author":"der Maaten Laurens Van","year":"2008","unstructured":"Laurens Van der Maaten and Geoffrey Hinton. 2008. Visualizing data using t-sne. Journal of machine learning research, 9, 11.","journal-title":"Journal of machine learning research"},{"key":"e_1_3_2_1_20_1","unstructured":"Maksims Volkovs Guangwei Yu and Tomi Poutanen. 2017. Dropoutnet: addressing cold start in recommender systems. Advances in neural information processing systems 30."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3534678.3539253"},{"key":"e_1_3_2_1_22_1","first-page":"1074","article-title":"Dualgnn: dual graph neural network for multimedia recommendation","volume":"25","author":"Yin Jianhua","year":"2021","unstructured":"QifanWang, YinweiWei, Jianhua Yin, JianlongWu, Xuemeng Song, and Liqiang Nie. 2021. Dualgnn: dual graph neural network for multimedia recommendation. IEEE Transactions on Multimedia, 25, 1074--1084.","journal-title":"IEEE Transactions on Multimedia"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2016.09.040"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394171.3413556"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3343031.3351034"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2023.3248608"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM51629.2021.00087"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"crossref","unstructured":"Meng Xiao MinWu Ziyue Qiao Yanjie Fu Zhiyuan Ning Yi Du and Yuanchun Zhou. 2024. Interdisciplinary fairness in imbalanced research proposal topic inference: a hierarchical transformer-based method with selective interpolation. ACM Transactions on Knowledge Discovery from Data.","DOI":"10.1145\/3671149"},{"key":"e_1_3_2_1_29_1","unstructured":"Jinfeng Xu Zheyu Chen Shuo Yang Jinze Li Hewei Wang and Edith CH Ngai. 2024. Mentor: multi-level self-supervised learning for multimodal recommendation. arXiv preprint arXiv:2402.19407."},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611977653.ch75"},{"key":"e_1_3_2_1_31_1","unstructured":"Hongzhi Yin Bin Cui Jing Li Junjie Yao and Chen Chen. 2012. Challenging the long tail recommendation. arXiv preprint arXiv:1205.6700."},{"key":"e_1_3_2_1_32_1","volume-title":"Proceedings of the 45th international ACM SIGIR conference on research and development in information retrieval, 1294--1303","author":"Yu Junliang","year":"2022","unstructured":"Junliang Yu, Hongzhi Yin, Xin Xia, Tong Chen, Lizhen Cui, and Quoc Viet Hung Nguyen. 2022. Are graph augmentations necessary? simple graph contrastive learning for recommendation. In Proceedings of the 45th international ACM SIGIR conference on research and development in information retrieval, 1294--1303."},{"key":"e_1_3_2_1_33_1","unstructured":"Penghang Yu Zhiyi Tan Guanming Lu and Bing-Kun Bao. 2023. Ld4mrec: simplifying and powering diffusion model for multimedia recommendation. arXiv preprint arXiv:2309.15363."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3613915"},{"key":"e_1_3_2_1_35_1","unstructured":"Honglei Zhang He Liu Haoxuan Li and Yidong Li. 2024. Transfr: transferable federated recommendation with pre-trained language models. arXiv preprint arXiv:2402.01124."},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475259"},{"key":"e_1_3_2_1_37_1","article-title":"Latent structure mining with contrastive modality fusion for multimedia recommendation","author":"Zhang Jinghao","year":"2022","unstructured":"Jinghao Zhang, Yanqiao Zhu, Qiang Liu, Mengqi Zhang, Shu Wu, and Liang Wang. 2022. Latent structure mining with contrastive modality fusion for multimedia recommendation. IEEE Transactions on Knowledge and Data Engineering.","journal-title":"IEEE Transactions on Knowledge and Data Engineering."},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442381.3450086"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/3611380.3628561"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3611943"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/3543507.3583251"}],"event":{"name":"CIKM '24: The 33rd ACM International Conference on Information and Knowledge Management","location":"Boise ID USA","acronym":"CIKM '24","sponsor":["SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the 33rd ACM International Conference on Information and Knowledge Management"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3627673.3679620","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3627673.3679620","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T20:58:12Z","timestamp":1750280292000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3627673.3679620"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,21]]},"references-count":41,"alternative-id":["10.1145\/3627673.3679620","10.1145\/3627673"],"URL":"https:\/\/doi.org\/10.1145\/3627673.3679620","relation":{},"subject":[],"published":{"date-parts":[[2024,10,21]]},"assertion":[{"value":"2024-10-21","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}