{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,22]],"date-time":"2026-07-22T16:03:30Z","timestamp":1784736210248,"version":"3.55.0"},"publisher-location":"New York, NY, USA","reference-count":21,"publisher":"ACM","license":[{"start":{"date-parts":[[2025,3,10]],"date-time":"2025-03-10T00:00:00Z","timestamp":1741564800000},"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":[[2025,3,10]]},"DOI":"10.1145\/3701551.3703485","type":"proceedings-article","created":{"date-parts":[[2025,2,26]],"date-time":"2025-02-26T12:30:16Z","timestamp":1740573016000},"page":"1002-1004","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":18,"title":["Tutorial on Recommendation with Generative Models (Gen-RecSys)"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6767-358X","authenticated-orcid":false,"given":"Yashar","family":"Deldjoo","sequence":"first","affiliation":[{"name":"Polytechnic University of Bari, Bari, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9139-8004","authenticated-orcid":false,"given":"Zhankui","family":"He","sequence":"additional","affiliation":[{"name":"UCSD, La Jolla, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0955-7588","authenticated-orcid":false,"given":"Julian","family":"McAuley","sequence":"additional","affiliation":[{"name":"UCSD, La Jolla, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-4487-9504","authenticated-orcid":false,"given":"Anton","family":"Korikov","sequence":"additional","affiliation":[{"name":"University of Toronto, Toronto, ON, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7984-8394","authenticated-orcid":false,"given":"Scott","family":"Sanner","sequence":"additional","affiliation":[{"name":"University of Toronto, Toronto, ON, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9471-7990","authenticated-orcid":false,"given":"Arnau","family":"Ramisa","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1838-0761","authenticated-orcid":false,"given":"Ren\u00e9","family":"Vidal","sequence":"additional","affiliation":[{"name":"University of Pennsylvania, Palo Alto, PA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-2192-3423","authenticated-orcid":false,"given":"Maheswaran","family":"Sathiamoorthy","sequence":"additional","affiliation":[{"name":"Bespoke Labs, Santa Clara, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5967-3782","authenticated-orcid":false,"given":"Atoosa","family":"Kasirzadeh","sequence":"additional","affiliation":[{"name":"University of Edinburgh, Edinburgh, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9643-4222","authenticated-orcid":false,"given":"Silvia","family":"Milano","sequence":"additional","affiliation":[{"name":"University of Exeter and LMU Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2025,3,10]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3460231.3474249"},{"key":"e_1_3_2_1_2_1","volume-title":"Yuanzhi Li, Scott Lundberg, Harsha Nori, Hamid Palangi, Marco Tulio Ribeiro, and Yi Zhang.","author":"Bubeck S\u00e9bastien","year":"2023","unstructured":"S\u00e9bastien Bubeck, Varun Chandrasekaran, Ronen Eldan, Johannes Gehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi Li, Scott Lundberg, Harsha Nori, Hamid Palangi, Marco Tulio Ribeiro, and Yi Zhang. 2023. Sparks of Artificial General Intelligence: Early experiments with GPT-4. arxiv: 2303.12712 [cs.CL]"},{"key":"e_1_3_2_1_3_1","unstructured":"Yashar Deldjoo. 2023. Fairness of ChatGPT and the Role of Explainable-Guided Prompts. In COLLM@ECML-PKDD'23."},{"key":"e_1_3_2_1_4_1","volume-title":"Temporal Stability, and Recency. ACM Transactions on Recommender Systems","author":"Deldjoo Yashar","year":"2024","unstructured":"Yashar Deldjoo. 2024. Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and Recency. ACM Transactions on Recommender Systems (2024)."},{"key":"e_1_3_2_1_5_1","volume-title":"CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System. arXiv preprint arXiv:2403.05668","author":"Deldjoo Yashar","year":"2024","unstructured":"Yashar Deldjoo and Tommaso Di Noia. 2024. CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System. arXiv preprint arXiv:2403.05668 (2024)."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3671474"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"crossref","unstructured":"Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa Rene Vidal Maheswaran Sathiamoorthy Atoosa Kasrizadeh Silvia Milano et al. 2024b. Recommendation with Generative Models. arXiv preprint arXiv:2409.15173 (2024).","DOI":"10.1145\/3701551.3703485"},{"key":"e_1_3_2_1_8_1","volume-title":"The 1st International Workshop on Risks, Opportunities, and Evaluation of Generative Models in Recommendation (ROEGEN). In Proceedings of the 18th ACM Conference on Recommender Systems. 1250--1252","author":"Deldjoo Yashar","year":"2024","unstructured":"Yashar Deldjoo, Julian Mcauley, Scott Sanner, Pablo Castells, Shuai Zhang, and Enrico Palumbo. 2024c. The 1st International Workshop on Risks, Opportunities, and Evaluation of Generative Models in Recommendation (ROEGEN). In Proceedings of the 18th ACM Conference on Recommender Systems. 1250--1252."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"crossref","unstructured":"Yashar Deldjoo and Fatemeh Nazary. 2024. A Normative Framework for Benchmarking Consumer Fairness in Large Language Model Recommender System. In ROEGen@RecSys'24.","DOI":"10.1145\/3725853"},{"key":"e_1_3_2_1_10_1","volume-title":"Italian Information Retrieval Workshop. 1--4.","author":"Deldjoo Yashar","year":"2018","unstructured":"Yashar Deldjoo, Markus Schedl, Paolo Cremonesi, Gabirella Pasi, et al. 2018. Content-based multimedia recommendation systems: definition and application domains. In Italian Information Retrieval Workshop. 1--4."},{"key":"e_1_3_2_1_11_1","volume-title":"Recommender systems handbook","author":"Deldjoo Yashar","unstructured":"Yashar Deldjoo, Markus Schedl, Bal\u00e1zs Hidasi, Yinwei Wei, and Xiangnan He. 2021. Multimedia recommender systems: Algorithms and challenges. In Recommender systems handbook. Springer, 973--1014."},{"key":"e_1_3_2_1_12_1","unstructured":"Ian Goodfellow Jean Pouget-Abadie Mehdi Mirza Bing Xu David Warde-Farley Sherjil Ozair Aaron Courville and Yoshua Bengio. 2014. Generative adversarial nets. In Advances in Neural Information Processing Systems."},{"key":"e_1_3_2_1_13_1","volume-title":"Auto-encoding variational bayes. arXiv preprint arXiv:1312.6114","author":"Kingma Diederik P","year":"2013","unstructured":"Diederik P Kingma and Max Welling. 2013. Auto-encoding variational bayes. arXiv preprint arXiv:1312.6114 (2013)."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186150"},{"key":"e_1_3_2_1_15_1","volume-title":"European Conference on Artificial Intelligence. Springer Nature Switzerland Cham, 382--397","author":"Nazary Fatemeh","year":"2023","unstructured":"Fatemeh Nazary, Yashar Deldjoo, and Tommaso Di Noia. 2023. Chatgpt-healthprompt. harnessing the power of xai in prompt-based healthcare decision support using chatgpt. In European Conference on Artificial Intelligence. Springer Nature Switzerland Cham, 382--397."},{"key":"e_1_3_2_1_16_1","volume-title":"Tommaso Di Noia, and Eugenio di Sciascio","author":"Nazary Fatemeh","year":"2024","unstructured":"Fatemeh Nazary, Yashar Deldjoo, Tommaso Di Noia, and Eugenio di Sciascio. 2024. XAI4LLM. Let Machine Learning Models and LLMs Collaborate for Enhanced In-Context Learning in Healthcare. arXiv preprint arXiv:2405.06270 (2024)."},{"key":"e_1_3_2_1_17_1","first-page":"36479","article-title":"2022. Photorealistic text-to-image diffusion models with deep language understanding","volume":"35","author":"Saharia Chitwan","year":"2022","unstructured":"Chitwan Saharia, William Chan, Saurabh Saxena, Lala Li, Jay Whang, Emily L Denton, Kamyar Ghasemipour, Raphael Gontijo Lopes, Burcu Karagol Ayan, Tim Salimans, et al. 2022. Photorealistic text-to-image diffusion models with deep language understanding. Advances in Neural Information Processing Systems, Vol. 35 (2022), 36479--36494.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_3_2_1_18_1","volume-title":"Generative recommendation: Towards next-generation recommender paradigm. arXiv preprint arXiv:2304.03516","author":"Wang Wenjie","year":"2023","unstructured":"Wenjie Wang, Xinyu Lin, Fuli Feng, Xiangnan He, and Tat-Seng Chua. 2023. Generative recommendation: Towards next-generation recommender paradigm. arXiv preprint arXiv:2304.03516 (2023)."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3511808.3557268"},{"key":"e_1_3_2_1_20_1","unstructured":"Jason Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph Sebastian Borgeaud Dani Yogatama Maarten Bosma Denny Zhou Donald Metzler et al. 2022. Emergent Abilities of Large Language Models. Transactions on Machine Learning Research (2022)."},{"key":"e_1_3_2_1_21_1","volume-title":"Understanding Language Modeling Paradigm Adaptations in Recommender Systems: Lessons Learned and Open Challenges. In The 27th European Conference on Artificial Intelligence (ECAI'24)","author":"Zhang Lemei","year":"2024","unstructured":"Lemei Zhang, Peng Liu, Yashar Deldjoo, Yong Zheng, and Jon Atle Gulla. 2024. Understanding Language Modeling Paradigm Adaptations in Recommender Systems: Lessons Learned and Open Challenges. In The 27th European Conference on Artificial Intelligence (ECAI'24)."}],"event":{"name":"WSDM '25: The Eighteenth ACM International Conference on Web Search and Data Mining","location":"Hannover Germany","acronym":"WSDM '25","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data","SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the Eighteenth ACM International Conference on Web Search and Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3701551.3703485","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3701551.3703485","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,21]],"date-time":"2025-08-21T09:07:53Z","timestamp":1755767273000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3701551.3703485"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,3,10]]},"references-count":21,"alternative-id":["10.1145\/3701551.3703485","10.1145\/3701551"],"URL":"https:\/\/doi.org\/10.1145\/3701551.3703485","relation":{},"subject":[],"published":{"date-parts":[[2025,3,10]]},"assertion":[{"value":"2025-03-10","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}