{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,9]],"date-time":"2025-12-09T19:46:36Z","timestamp":1765309596055,"version":"3.46.0"},"publisher-location":"New York, NY, USA","reference-count":40,"publisher":"ACM","funder":[{"name":"National Natural Science Foundation of China under Grants","award":["No.62302098"],"award-info":[{"award-number":["No.62302098"]}]},{"name":"Zhejiang Provincial Natural Science Foundation of China under Grants","award":["LQ23F020007"],"award-info":[{"award-number":["LQ23F020007"]}]},{"name":"Zhejiang Provincial Department of Agriculture and Rural Affairs Project under Grants","award":["2024SNJF044"],"award-info":[{"award-number":["2024SNJF044"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,10,27]]},"DOI":"10.1145\/3746027.3755265","type":"proceedings-article","created":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T07:26:38Z","timestamp":1761377198000},"page":"6084-6092","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["MedAlign: Enhancing Combinatorial Medication Recommendation with Multi-modality Alignment"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-2566-390X","authenticated-orcid":false,"given":"Hang","family":"Lv","sequence":"first","affiliation":[{"name":"Fuzhou University, Fuzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-7774-9357","authenticated-orcid":false,"given":"Zixuan","family":"Guo","sequence":"additional","affiliation":[{"name":"Fuzhou University, Fuzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-6222-6088","authenticated-orcid":false,"given":"Zijie","family":"Wu","sequence":"additional","affiliation":[{"name":"Clinical Oncology School of Fujian Medical University, Fuzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3526-6859","authenticated-orcid":false,"given":"Yanchao","family":"Tan","sequence":"additional","affiliation":[{"name":"Fuzhou University, Fuzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9076-7250","authenticated-orcid":false,"given":"Guofang","family":"Ma","sequence":"additional","affiliation":[{"name":"Zhejiang Gongshang University, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-1043-9335","authenticated-orcid":false,"given":"Zhigang","family":"Lin","sequence":"additional","affiliation":[{"name":"The First Affiliated Hospital of Fujian Medical University, Fuzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-2530-012X","authenticated-orcid":false,"given":"Xiping","family":"Chen","sequence":"additional","affiliation":[{"name":"Hangzhou Bywin Technology Co., Ltd., Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4673-2587","authenticated-orcid":false,"given":"Hong","family":"Cheng","sequence":"additional","affiliation":[{"name":"The Chinese University of Hong Kong, Hong Kong, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9145-4531","authenticated-orcid":false,"given":"Carl","family":"Yang","sequence":"additional","affiliation":[{"name":"Emory University, Atlanta, GA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,10,27]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Christopher MA Frampton, and Hartley C Atkinson","author":"Aitken Phillip","year":"2019","unstructured":"Phillip Aitken, Ioana Stanescu, Rebecca Playne, Jennifer Zhang, Christopher MA Frampton, and Hartley C Atkinson. 2019. An integrated safety analysis of combined acetaminophen and ibuprofen (Maxigesic\u00ae\/Combogesic\u00ae) in adults. J Pain Res (2019), 621-634."},{"key":"e_1_3_2_1_2_1","volume-title":"Otkge: Multi-modal knowledge graph embeddings via optimal transport. Advances in neural information processing systems","author":"Cao Zongsheng","year":"2022","unstructured":"Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, and Qingming Huang. 2022. Otkge: Multi-modal knowledge graph embeddings via optimal transport. Advances in neural information processing systems, Vol. 35 (2022), 39090-39102."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3681140"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-009-5127-5"},{"key":"e_1_3_2_1_5_1","volume-title":"Jimeng Sun, Joshua Kulas, Andy Schuetz, and Walter Stewart.","author":"Choi Edward","year":"2016","unstructured":"Edward Choi, Mohammad Taha Bahadori, Jimeng Sun, Joshua Kulas, Andy Schuetz, and Walter Stewart. 2016. Retain: An interpretable predictive model for healthcare using reverse time attention mechanism. Advances in neural information processing systems, Vol. 29 (2016)."},{"key":"e_1_3_2_1_6_1","unstructured":"Marco Cuturi. 2013. Sinkhorn distances: Lightspeed computation of optimal transport. In Advances in neural information processing systems. 2292-2300."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/3511808.3557398"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.bdr.2020.100174"},{"key":"e_1_3_2_1_9_1","volume-title":"Leo Anthony Celi, and Roger G Mark","author":"Johnson Alistair EW","year":"2016","unstructured":"Alistair EW Johnson, Tom J Pollard, Lu Shen, Li-wei H Lehman, Mengling Feng, Mohammad Ghassemi, Benjamin Moody, Peter Szolovits, Leo Anthony Celi, and Roger G Mark. 2016. MIMIC-III, a freely accessible critical care database. Scientific data, Vol. 3, 1 (2016), 1-9."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocx084"},{"key":"e_1_3_2_1_11_1","volume-title":"Multi-view discriminant analysis","author":"Kan Meina","year":"2015","unstructured":"Meina Kan, Shiguang Shan, Haihong Zhang, Shihong Lao, and Xilin Chen. 2015. Multi-view discriminant analysis. IEEE transactions on pattern analysis and machine intelligence, Vol. 38, 1 (2015), 188-194."},{"key":"e_1_3_2_1_12_1","first-page":"31","article-title":"RDKit: A software suite for cheminformatics, computational chemistry, and predictive modeling","volume":"8","author":"Greg Landrum","year":"2013","unstructured":"Greg Landrum et al., 2013. RDKit: A software suite for cheminformatics, computational chemistry, and predictive modeling. Greg Landrum, Vol. 8, 31.10 (2013), 5281.","journal-title":"Greg Landrum"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(94)90185-6"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219981"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btz682"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2023.102147"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3612362"},{"key":"e_1_3_2_1_18_1","volume-title":"Identifying key opinion leaders in social media via modality-consistent harmonized discriminant embedding","author":"Liu Yang","year":"2018","unstructured":"Yang Liu, Zhonglei Gu, Tobey H Ko, and Jiming Liu. 2018. Identifying key opinion leaders in social media via modality-consistent harmonized discriminant embedding. IEEE transactions on cybernetics, Vol. 50, 2 (2018), 717-728."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3672043"},{"key":"e_1_3_2_1_20_1","volume-title":"Medication recommendation via dual molecular modalities and multi-step enhancement. Expert Systems with Applications","author":"Mu Shi","year":"2025","unstructured":"Shi Mu, Chen Li, Xiang Li, and Shunpan Liang. 2025. Medication recommendation via dual molecular modalities and multi-step enhancement. Expert Systems with Applications (2025), 127163."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2023.102069"},{"key":"e_1_3_2_1_22_1","volume-title":"Classifier chains for multi-label classification. Machine learning","author":"Read Jesse","year":"2011","unstructured":"Jesse Read, Bernhard Pfahringer, Geoff Holmes, and Eibe Frank. 2011. Classifier chains for multi-label classification. Machine learning, Vol. 85 (2011), 333-359."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP49660.2025.10888241"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33011126"},{"key":"e_1_3_2_1_25_1","first-page":"27837","article-title":"Debiased, longitudinal and coordinated drug recommendation through multi-visit clinic records","volume":"35","author":"Sun Hongda","year":"2022","unstructured":"Hongda Sun, Shufang Xie, Shuqi Li, Yuhan Chen, Ji-Rong Wen, and Rui Yan. 2022. Debiased, longitudinal and coordinated drug recommendation through multi-visit clinic records. Advances in Neural Information Processing Systems, Vol. 35 (2022), 27837-27849.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3679529"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3679656"},{"key":"e_1_3_2_1_28_1","volume-title":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management. 3974-3978","author":"Minh Thao Phan Nguyen","year":"2024","unstructured":"Phan Nguyen Minh Thao, Cong-Tinh Dao, Chenwei Wu, Jian-Zhe Wang, Shun Liu, Jun-En Ding, David Restrepo, Feng Liu, Fang-Ming Hung, and Wen-Chih Peng. 2024. Medfuse: Multimodal ehr data fusion with masked lab-test modeling and large language models. In Proceedings of the 33rd ACM International Conference on Information and Knowledge Management. 3974-3978."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"crossref","unstructured":"David S Wishart Yannick D Feunang An C Guo Elvis J Lo Ana Marcu Jason R Grant Tanvir Sajed Daniel Johnson Carin Li Zinat Sayeeda et al. 2018. DrugBank 5.0: a major update to the DrugBank database for 2018. Nucleic acids research Vol. 46 D1 (2018) D1074-D1082.","DOI":"10.1093\/nar\/gkx1037"},{"key":"e_1_3_2_1_30_1","volume-title":"Wilcoxon signed-rank test","author":"Woolson Robert F","year":"2007","unstructured":"Robert F Woolson. 2007. Wilcoxon signed-rank test. Wiley encyclopedia of clinical trials (2007), 1-3."},{"key":"e_1_3_2_1_31_1","volume-title":"Harnessing the potential of multimodal EHR data: A comprehensive survey of clinical predictive modeling for intelligent healthcare. Information Fusion","author":"Wu Jialun","year":"2025","unstructured":"Jialun Wu, Kai He, Rui Mao, Xuequn Shang, and Erik Cambria. 2025. Harnessing the potential of multimodal EHR data: A comprehensive survey of clinical predictive modeling for intelligent healthcare. Information Fusion (2025), 103283."},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/3485447.3511936"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3671974"},{"key":"e_1_3_2_1_34_1","first-page":"3728","article-title":"Change Matters: Medication Change Prediction with Recurrent Residual Networks. In 30th International Joint Conference on Artificial Intelligence, IJCAI 2021","author":"Yang Chaoqi","year":"2021","unstructured":"Chaoqi Yang, Cao Xiao, Lucas Glass, and Jimeng Sun. 2021a. Change Matters: Medication Change Prediction with Recurrent Residual Networks. In 30th International Joint Conference on Artificial Intelligence, IJCAI 2021. International Joint Conferences on Artificial Intelligence, 3728-3734.","journal-title":"International Joint Conferences on Artificial Intelligence"},{"key":"e_1_3_2_1_35_1","first-page":"3735","article-title":"SafeDrug: Dual Molecular Graph Encoders for Recommending Effective and Safe Drug Combinations. In 30th International Joint Conference on Artificial Intelligence, IJCAI 2021","author":"Yang Chaoqi","year":"2021","unstructured":"Chaoqi Yang, Cao Xiao, Fenglong Ma, Lucas Glass, and Jimeng Sun. 2021b. SafeDrug: Dual Molecular Graph Encoders for Recommending Effective and Safe Drug Combinations. In 30th International Joint Conference on Artificial Intelligence, IJCAI 2021. International Joint Conferences on Artificial Intelligence, 3735-3741.","journal-title":"International Joint Conferences on Artificial Intelligence"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/3543507.3583872"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i15.29578"},{"key":"e_1_3_2_1_38_1","first-page":"4884","volume-title":"Proceedings of the AAAI Conference on Artificial Intelligence","volume":"37","author":"Zhang Linhao","year":"2023","unstructured":"Linhao Zhang, Li Jin, Xian Sun, Guangluan Xu, Zequn Zhang, Xiaoyu Li, Nayu Liu, Qing Liu, and Shiyao Yan. 2023. TOT: topology-aware optimal transport for multimodal hate detection. In Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 37. 4884-4892."},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098109"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2024.3437775"}],"event":{"name":"MM '25: The 33rd ACM International Conference on Multimedia","sponsor":["SIGMM ACM Special Interest Group on Multimedia"],"location":"Dublin Ireland","acronym":"MM '25"},"container-title":["Proceedings of the 33rd ACM International Conference on Multimedia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3746027.3755265","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,9]],"date-time":"2025-12-09T19:43:16Z","timestamp":1765309396000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3746027.3755265"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,27]]},"references-count":40,"alternative-id":["10.1145\/3746027.3755265","10.1145\/3746027"],"URL":"https:\/\/doi.org\/10.1145\/3746027.3755265","relation":{},"subject":[],"published":{"date-parts":[[2025,10,27]]},"assertion":[{"value":"2025-10-27","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}