{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T20:03:34Z","timestamp":1776888214982,"version":"3.51.2"},"publisher-location":"New York, NY, USA","reference-count":24,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,10,21]],"date-time":"2023-10-21T00:00:00Z","timestamp":1697846400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,10,21]]},"DOI":"10.1145\/3583780.3615229","type":"proceedings-article","created":{"date-parts":[[2023,10,21]],"date-time":"2023-10-21T07:45:42Z","timestamp":1697874342000},"page":"4335-4339","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Efficient Multi-Task Learning via Generalist Recommender"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-9241-2095","authenticated-orcid":false,"given":"Luyang","family":"Wang","sequence":"first","affiliation":[{"name":"Verizon, Basking Ridge, NJ, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-3487-6164","authenticated-orcid":false,"given":"Cangcheng","family":"Tang","sequence":"additional","affiliation":[{"name":"Verizon, Boston, MA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-8830-0903","authenticated-orcid":false,"given":"Chongyang","family":"Zhang","sequence":"additional","affiliation":[{"name":"Intel Corporation, Santa Clara, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-2182-4724","authenticated-orcid":false,"given":"Jun","family":"Ruan","sequence":"additional","affiliation":[{"name":"Verizon, Alpharetta, GA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-7413-1027","authenticated-orcid":false,"given":"Kai","family":"Huang","sequence":"additional","affiliation":[{"name":"Intel Corporation, Santa Clara, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6460-6314","authenticated-orcid":false,"given":"Jason","family":"Dai","sequence":"additional","affiliation":[{"name":"Intel Corporation, Santa Clara, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,10,21]]},"reference":[{"key":"e_1_3_2_1_1_1","first-page":"1877","volume-title":"Advances in neural information processing systems, 33","author":"Brown T.","year":"2020","unstructured":"T. Brown , B. Mann , N. Ryder , M. Subbiah , J. D. Kaplan , P. Dhariwal , A. Neelakantan , P. Shyam , G. Sastry , A. Askell , , Language models are few-shot learners , Advances in neural information processing systems, 33 ( 2020 ), pp. 1877 -- 1901 . T. Brown, B. Mann, N. Ryder, M. Subbiah, J. D. Kaplan, P. Dhariwal, A. Neelakantan, P. Shyam, G. Sastry, A. Askell, et al., Language models are few-shot learners, Advances in neural information processing systems, 33 (2020), pp. 1877-- 1901."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/2988450.2988454"},{"key":"e_1_3_2_1_3_1","unstructured":"A. Chowdhery S. Narang J. Devlin M. Bosma G. Mishra A. Roberts P. Barham H. W. Chung C. Sutton S. Gehrmann etal Palm: Scaling language modeling with pathways arXiv preprint arXiv:2204.02311 (2022).  A. Chowdhery S. Narang J. Devlin M. Bosma G. Mishra A. Roberts P. Barham H. W. Chung C. Sutton S. Gehrmann et al. Palm: Scaling language modeling with pathways arXiv preprint arXiv:2204.02311 (2022)."},{"key":"e_1_3_2_1_4_1","volume-title":"Advances in neural information processing systems, 25","author":"Dean J.","year":"2012","unstructured":"J. Dean , G. Corrado , R. Monga , K. Chen , M. Devin , M. Mao , M. Ranzato , A. Senior , P. Tucker , K. Yang , , Large scale distributed deep networks , Advances in neural information processing systems, 25 ( 2012 ). J. Dean, G. Corrado, R. Monga, K. Chen, M. Devin, M. Mao, M. Ranzato, A. Senior, P. Tucker, K. Yang, et al., Large scale distributed deep networks, Advances in neural information processing systems, 25 (2012)."},{"key":"e_1_3_2_1_5_1","volume-title":"A. W. Yu, O. Firat, B. Zoph, L. Fedus, M. Bosma, Z. Zhou, T. Wang, Y. E. Wang, K. Webster, M. Pellat, K. Robinson, K. Meler-Hellstern, T. Duke, L. Dixon, K. Zhang, Q. V. Le, Y. Wu, Z. Chen, and C. Cui","author":"Du N.","year":"2021","unstructured":"N. Du , Y. Huang , A. M. Dai , S. Tong , D. Lepikhin , Y. Xu , Y. Krikun , Maxim andd Zhou , A. W. Yu, O. Firat, B. Zoph, L. Fedus, M. Bosma, Z. Zhou, T. Wang, Y. E. Wang, K. Webster, M. Pellat, K. Robinson, K. Meler-Hellstern, T. Duke, L. Dixon, K. Zhang, Q. V. Le, Y. Wu, Z. Chen, and C. Cui , Glam : Efficient scaling of language models with mixture-of-experts, arxiv preprint arXiv:2112.06905, ( 2021 ). N. Du, Y. Huang, A. M. Dai, S. Tong, D. Lepikhin, Y. Xu, Y. Krikun, Maxim andd Zhou, A. W. Yu, O. Firat, B. Zoph, L. Fedus, M. Bosma, Z. Zhou, T. Wang, Y. E. Wang, K. Webster, M. Pellat, K. Robinson, K. Meler-Hellstern, T. Duke, L. Dixon, K. Zhang, Q. V. Le, Y. Wu, Z. Chen, and C. Cui, Glam: Efficient scaling of language models with mixture-of-experts, arxiv preprint arXiv:2112.06905, (2021)."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2016.7498285"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2736277.2741667"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2005.10.010"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1991.3.1.79"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"crossref","unstructured":"S. Kudugunta Y. Huang A. Bapna M. Krikun D. Lepikhin M.-T. Luong and O. Firat Beyond distillation: Task-level mixture-of-experts for efficient inference arXiv preprint arXiv:2110.03742 (2021).  S. Kudugunta Y. Huang A. Bapna M. Krikun D. Lepikhin M.-T. Luong and O. Firat Beyond distillation: Task-level mixture-of-experts for efficient inference arXiv preprint arXiv:2110.03742 (2021).","DOI":"10.18653\/v1\/2021.findings-emnlp.304"},{"key":"e_1_3_2_1_11_1","unstructured":"D. Lepikhin H. Lee Y. Xu D. Chen O. Firat Y. Huang M. Krikun N. Shazeer and Z. Chen Gshard: Scaling giant models with conditional computation and automatic sharding arXiv preprint arXiv:2006.16668 (2020).  D. Lepikhin H. Lee Y. Xu D. Chen O. Firat Y. Huang M. Krikun N. Shazeer and Z. Chen Gshard: Scaling giant models with conditional computation and automatic sharding arXiv preprint arXiv:2006.16668 (2020)."},{"key":"e_1_3_2_1_12_1","volume-title":"Advances in neural information processing systems, 30","author":"Long M.","year":"2017","unstructured":"M. Long , Z. Cao , J. Wang , and P. S. Yu , Learning multiple tasks with multilinear relationship networks , Advances in neural information processing systems, 30 ( 2017 ). M. Long, Z. Cao, J. Wang, and P. S. Yu, Learning multiple tasks with multilinear relationship networks, Advances in neural information processing systems, 30 (2017)."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.3301216"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3220007"},{"key":"e_1_3_2_1_15_1","volume-title":"proceedings of the 28th ACM International Conference on Information and Knowledge Management, CIKM 2020","author":"Li R.","year":"2019","unstructured":"pengcheng Li, R. Li , Q. Da , A.-X. Zeng , and L. Zhang , Improving multi-scenario learning to rank in e-commerce by exploiting task relationships in the label space , in proceedings of the 28th ACM International Conference on Information and Knowledge Management, CIKM 2020 , Virtual Event, Ireland, October 19- 23 , 2019 , New York,NY,USA, 2020, ACM. pengcheng Li, R. Li, Q. Da, A.-X. Zeng, and L. Zhang, Improving multi-scenario learning to rank in e-commerce by exploiting task relationships in the label space, in proceedings of the 28th ACM International Conference on Information and Knowledge Management, CIKM 2020, Virtual Event, Ireland, October 19- 23,2019, New York,NY,USA, 2020, ACM."},{"key":"e_1_3_2_1_16_1","first-page":"8748","volume-title":"International conference on machine learning, PMLR","author":"Radford A.","year":"2021","unstructured":"A. Radford , J. W. Kim , C. Hallacy , A. Ramesh , G. Goh , S. Agarwal , G. Sastry , A. Askell , P. Mishkin , J. Clark , , Learning transferable visual models from natural language supervision , in International conference on machine learning, PMLR , 2021 , pp. 8748 -- 8763 . A. Radford, J. W. Kim, C. Hallacy, A. Ramesh, G. Goh, S. Agarwal, G. Sastry, A. Askell, P. Mishkin, J. Clark, et al., Learning transferable visual models from natural language supervision, in International conference on machine learning, PMLR, 2021, pp. 8748--8763."},{"key":"e_1_3_2_1_17_1","unstructured":"N. Shazeer A. Mirhoseini K. Maziarz A. Davis Q. Le G. Hinton and J. Dean Outrageously large neural networks: The sparsely-gated mixture-of-experts layer arXiv preprint arXiv:1701.06538 (2017).  N. Shazeer A. Mirhoseini K. Maziarz A. Davis Q. Le G. Hinton and J. Dean Outrageously large neural networks: The sparsely-gated mixture-of-experts layer arXiv preprint arXiv:1701.06538 (2017)."},{"key":"e_1_3_2_1_18_1","unstructured":"H. Touvron T. Lavril G. Izacard X. Martinet M.-A. Lachaux T. Lacroix B. Rozi\u00e8re N. Goyal E. Hambro F. Azhar etal Llama: Open and efficient foundation language models arXiv preprint arXiv:2302.13971 (2023).  H. Touvron T. Lavril G. Izacard X. Martinet M.-A. Lachaux T. Lacroix B. Rozi\u00e8re N. Goyal E. Hambro F. Azhar et al. Llama: Open and efficient foundation language models arXiv preprint arXiv:2302.13971 (2023)."},{"key":"e_1_3_2_1_19_1","volume-title":"Advances in neural information processing systems, 30","author":"Vaswani A.","year":"2017","unstructured":"A. Vaswani , N. Shazeer , N. Parmar , J. Uszkoreit , L. Jones , A. N. Gomez , ?. Kaiser, and I. Polosukhin , Attention is all you need , Advances in neural information processing systems, 30 ( 2017 ). A. Vaswani, N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, ?. Kaiser, and I. Polosukhin, Attention is all you need, Advances in neural information processing systems, 30 (2017)."},{"key":"e_1_3_2_1_20_1","volume-title":"Bigdlgrec","author":"Wang L.","year":"2023","unstructured":"L. Wang , C. Tang , C. Zhang , J. Ruan , K. Huang , and J. Dai , Bigdlgrec , 2023 , https:\/\/github.com\/intel-analytics\/BigDL\/tree\/main\/python\/friesian\/ example\/GRec. L. Wang, C. Tang, C. Zhang, J. Ruan, K. Huang, and J. Dai, Bigdlgrec, 2023, https:\/\/github.com\/intel-analytics\/BigDL\/tree\/main\/python\/friesian\/ example\/GRec."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3209978.3210010"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3459637.3482130"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/3298689.3346997"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467093"}],"event":{"name":"CIKM '23: The 32nd ACM International Conference on Information and Knowledge Management","location":"Birmingham United Kingdom","acronym":"CIKM '23","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the 32nd ACM International Conference on Information and Knowledge Management"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3583780.3615229","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3583780.3615229","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T16:36:58Z","timestamp":1750178218000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3583780.3615229"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,21]]},"references-count":24,"alternative-id":["10.1145\/3583780.3615229","10.1145\/3583780"],"URL":"https:\/\/doi.org\/10.1145\/3583780.3615229","relation":{},"subject":[],"published":{"date-parts":[[2023,10,21]]},"assertion":[{"value":"2023-10-21","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}