{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T13:44:52Z","timestamp":1780062292343,"version":"3.54.0"},"publisher-location":"New York, NY, USA","reference-count":18,"publisher":"ACM","license":[{"start":{"date-parts":[[2025,5,8]],"date-time":"2025-05-08T00:00:00Z","timestamp":1746662400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,5,8]]},"DOI":"10.1145\/3701716.3735081","type":"proceedings-article","created":{"date-parts":[[2025,5,23]],"date-time":"2025-05-23T16:12:56Z","timestamp":1748016776000},"page":"3088-3091","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["Personalized Diffusion Model Reshapes Cold-Start Bundle Recommendation"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-2411-6306","authenticated-orcid":false,"given":"Tuan-Nghia","family":"Bui","sequence":"first","affiliation":[{"name":"VNU University of Engineering and Technology, Hanoi, Vietnam"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-4616-0976","authenticated-orcid":false,"given":"Huy-Son","family":"Nguyen","sequence":"additional","affiliation":[{"name":"VNU University of Engineering and Technology, Hanoi, Vietnam"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-9675-2105","authenticated-orcid":false,"given":"Cam-Van Thi","family":"Nguyen","sequence":"additional","affiliation":[{"name":"VNU University of Engineering and Technology, Hanoi, Vietnam"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1778-0600","authenticated-orcid":false,"given":"Hoang-Quynh","family":"Le","sequence":"additional","affiliation":[{"name":"VNU University of Engineering and Technology, Hanoi, Vietnam"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4621-8956","authenticated-orcid":false,"given":"Duc-Trong","family":"Le","sequence":"additional","affiliation":[{"name":"VNU University of Engineering and Technology, Hanoi, Vietnam"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2025,5,23]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3298689.3347038"},{"key":"e_1_3_2_1_2_1","volume-title":"Hoang-Quynh Le, and Duc-Trong Le.","author":"Bui Tuan-Nghia","year":"2024","unstructured":"Tuan-Nghia Bui, Huy-Son Nguyen, Cam-Van Nguyen Thi, Hoang-Quynh Le, and Duc-Trong Le. 2024. BRIDGE: Bundle Recommendation via Instruction-Driven Generation. arXiv preprint arXiv:2412.18092 (2024)."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531897"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394171.3413628"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401063"},{"key":"e_1_3_2_1_6_1","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume":"33","author":"Ho Jonathan","year":"2020","unstructured":"Jonathan Ho, Ajay Jain, and Pieter Abbeel. 2020. Denoising diffusion probabilistic models. NeurIPS, Vol. 33 (2020), 6840--6851.","journal-title":"NeurIPS"},{"key":"e_1_3_2_1_7_1","volume-title":"WWW","author":"Jeon Hyunsik","year":"2024","unstructured":"Hyunsik Jeon, Jong-eun Lee, Jeongin Yun, and U Kang. 2024. Cold-start Bundle Recommendation via Popularity-based Coalescence and Curriculum Heating. In WWW 2024. 3277--3286."},{"key":"e_1_3_2_1_8_1","first-page":"1","article-title":"MultiCBR","volume":"42","author":"Ma Yunshan","year":"2024","unstructured":"Yunshan Ma, Yingzhi He, Xiang Wang, Yinwei Wei, Xiaoyu Du, Yuyangzi Fu, and Tat-Seng Chua. 2024. MultiCBR: Multi-view Contrastive Learning for Bundle Recommendation. TOIS, Vol. 42, 4 (2024), 1--23.","journal-title":"Multi-view Contrastive Learning for Bundle Recommendation. TOIS"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3534678.3539229"},{"key":"e_1_3_2_1_10_1","first-page":"324","article-title":"Bundle Recommendation with Item-Level Causation-Enhanced Multi-view Learning","volume":"2024","author":"Nguyen Huy-Son","year":"2024","unstructured":"Huy-Son Nguyen, Tuan-Nghia Bui, Long-Hai Nguyen, Hung Hoang, Cam-Van Thi Nguyen, Hoang-Quynh Le, and Duc-Trong Le. 2024. Bundle Recommendation with Item-Level Causation-Enhanced Multi-view Learning. In ECML-PKDD 2024. 324--341.","journal-title":"ECML-PKDD"},{"key":"e_1_3_2_1_11_1","volume-title":"UAI","author":"Rendle Steffen","year":"2009","unstructured":"Steffen Rendle, Christoph Freudenthaler, Zeno Gantner, and Lars Schmidt-Thieme. 2009. BPR: Bayesian personalized ranking from implicit feedback. In UAI 2009. 452--461."},{"key":"e_1_3_2_1_12_1","volume-title":"NeurIPS","volume":"28","author":"Sohn Kihyuk","year":"2015","unstructured":"Kihyuk Sohn, Honglak Lee, and Xinchen Yan. 2015. Learning structured output representation using deep conditional generative models. NeurIPS, Vol. 28 (2015)."},{"key":"e_1_3_2_1_13_1","volume-title":"NeurIPS","volume":"30","author":"Vaswani Ashish","year":"2017","unstructured":"Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, \u0141ukasz Kaiser, and Illia Polosukhin. 2017. Attention is all you need. NeurIPS, Vol. 30 (2017)."},{"key":"e_1_3_2_1_14_1","volume-title":"NeurIPS","volume":"30","author":"Volkovs Maksims","year":"2017","unstructured":"Maksims Volkovs, Guangwei Yu, and Tomi Poutanen. 2017. Dropoutnet: Addressing cold start in recommender systems. NeurIPS, Vol. 30 (2017)."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475665"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531902"},{"key":"e_1_3_2_1_17_1","volume-title":"WWW","author":"Zhou Zhihui","year":"2023","unstructured":"Zhihui Zhou, Lilin Zhang, and Ning Yang. 2023. Contrastive collaborative filtering for cold-start item recommendation. In WWW 2023. 928--937."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401178"}],"event":{"name":"WWW '25: The ACM Web Conference 2025","location":"Sydney NSW Australia","acronym":"WWW '25","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web"]},"container-title":["Companion Proceedings of the ACM on Web Conference 2025"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3701716.3735081","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3701716.3735081","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T02:59:27Z","timestamp":1759892367000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3701716.3735081"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,8]]},"references-count":18,"alternative-id":["10.1145\/3701716.3735081","10.1145\/3701716"],"URL":"https:\/\/doi.org\/10.1145\/3701716.3735081","relation":{},"subject":[],"published":{"date-parts":[[2025,5,8]]},"assertion":[{"value":"2025-05-23","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}