{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,21]],"date-time":"2025-08-21T16:49:57Z","timestamp":1755794997867,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":42,"publisher":"ACM","funder":[{"name":"China NSF","award":["U2268204, 62322206, 62025204, 62132018, 62272307, 62372296"],"award-info":[{"award-number":["U2268204, 62322206, 62025204, 62132018, 62272307, 62372296"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,8,3]]},"DOI":"10.1145\/3711896.3737205","type":"proceedings-article","created":{"date-parts":[[2025,8,3]],"date-time":"2025-08-03T21:04:26Z","timestamp":1754255066000},"page":"4851-4860","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["ComRecycle: An Intelligent Computation Recycling Framework for Online Advertising"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-8507-0077","authenticated-orcid":false,"given":"Chufeng","family":"Shi","sequence":"first","affiliation":[{"name":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8648-2298","authenticated-orcid":false,"given":"Yangsu","family":"Liu","sequence":"additional","affiliation":[{"name":"Alimama, Alibaba Group, Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-5363-0827","authenticated-orcid":false,"given":"Rui","family":"Qiu","sequence":"additional","affiliation":[{"name":"Alimama, Alibaba Group, Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5094-5331","authenticated-orcid":false,"given":"Zhenzhe","family":"Zheng","sequence":"additional","affiliation":[{"name":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0850-8231","authenticated-orcid":false,"given":"Dagui","family":"Chen","sequence":"additional","affiliation":[{"name":"Alimama, Alibaba Group, Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3037-5263","authenticated-orcid":false,"given":"Ruitao","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0965-9058","authenticated-orcid":false,"given":"Fan","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"}]}],"member":"320","published-online":{"date-parts":[[2025,8,3]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2348283.2348350"},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1287\/opre.2014.1289"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1137\/0317040"},{"key":"e_1_3_2_2_4_1","volume-title":"Microeconomics: Principles and policy","author":"Baumol William","year":"2015","unstructured":"William Baumol. 2015. Microeconomics: Principles and policy. Cengage Learning Canada Inc."},{"key":"e_1_3_2_2_5_1","volume-title":"Dynamic programming. science","author":"Bellman Richard","year":"1966","unstructured":"Richard Bellman. 1966. Dynamic programming. science, Vol. 153, 3731 (1966), 34-37."},{"key":"e_1_3_2_2_6_1","volume-title":"MPC: Popularity-based Caching Strategy for Content Centric Networks. In 2013 IEEE international conference on communications (ICC). IEEE, 3619-3623","author":"Bernardini C\u00e9sar","year":"2013","unstructured":"C\u00e9sar Bernardini, Thomas Silverston, and Olivier Festor. 2013. MPC: Popularity-based Caching Strategy for Content Centric Networks. In 2013 IEEE international conference on communications (ICC). IEEE, 3619-3623."},{"volume-title":"Convex Optimization","author":"Boyd Stephen P","key":"e_1_3_2_2_7_1","unstructured":"Stephen P Boyd and Lieven Vandenberghe. 2004. Convex Optimization. Cambridge university press."},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3511808.3557082"},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403344"},{"key":"e_1_3_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3580305.3599922"},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531897"},{"key":"e_1_3_2_2_12_1","unstructured":"Qiwei Chen Changhua Pei Shanshan Lv Chao Li Junfeng Ge and Wenwu Ou. 2021. End-to-end User Behavior Retrieval in Click-through Rate Rrediction Model. arXiv preprint arXiv:2108.04468(2021)."},{"key":"e_1_3_2_2_13_1","first-page":"284","volume-title":"Cache-Aware Reinforcement Learning in Large-Scale Recommender Systems. In Companion Proceedings of the ACM on Web Conference","author":"Chen Xiaoshuang","year":"2024","unstructured":"Xiaoshuang Chen, Gengrui Zhang, Yao Wang, Yulin Wu, Shuo Su, Kaiqiao Zhan, and Ben Wang. 2024. Cache-Aware Reinforcement Learning in Large-Scale Recommender Systems. In Companion Proceedings of the ACM on Web Conference 2024. 284-291."},{"key":"e_1_3_2_2_14_1","unstructured":"Junyoung Chung Caglar Gulcehre KyungHyun Cho and Yoshua Bengio. 2014. Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling. arXiv preprint arXiv:1412.3555(2014)."},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959190"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2021.3075278"},{"key":"e_1_3_2_2_17_1","first-page":"14","article-title":"Show Me the Cache: Optimizing Cache-friendly Recommendations for Sequential Content Access. In 2018 IEEE 19th International Symposium on ''A World of Wireless, Mobile and Multimedia Networks'' (WoWMoM)","author":"Giannakas Theodoros","year":"2018","unstructured":"Theodoros Giannakas, Pavlos Sermpezis, and Thrasyvoulos Spyropoulos. 2018. Show Me the Cache: Optimizing Cache-friendly Recommendations for Sequential Content Access. In 2018 IEEE 19th International Symposium on ''A World of Wireless, Mobile and Multimedia Networks'' (WoWMoM). IEEE, 14-22.","journal-title":"IEEE"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3671526"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467108"},{"key":"e_1_3_2_2_20_1","volume-title":"DCAF: A Dynamic Computation Allocation Framework for Online Serving System. arXiv preprint arXiv:2006.09684(2020).","author":"Jiang Biye","year":"2020","unstructured":"Biye Jiang, Pengye Zhang, Rihan Chen, Xinchen Luo, Yin Yang, Guan Wang, Guorui Zhou, Xiaoqiang Zhu, and Kun Gai. 2020. DCAF: A Dynamic Computation Allocation Framework for Online Serving System. arXiv preprint arXiv:2006.09684(2020)."},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3229556.3229563"},{"volume-title":"History of Marginal Utility Theory","author":"EMIL KAUDER.","key":"e_1_3_2_2_22_1","unstructured":"EMIL KAUDER. 1965. History of Marginal Utility Theory. Princeton University Press."},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/71.250099"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3534678.3539130"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3580305.3599820"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2023\/677"},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3220007"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403091"},{"key":"e_1_3_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3340531.3412744"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/3534678.3539123"},{"volume-title":"Traces and emergence of nonlinear programming","author":"Slater Morton","key":"e_1_3_2_2_31_1","unstructured":"Morton Slater. 2013. Lagrange Multipliers Revisited. In Traces and emergence of nonlinear programming. Springer, 293-306."},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2017.2705695"},{"key":"e_1_3_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475665"},{"key":"e_1_3_2_2_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/3580305.3599869"},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403391"},{"key":"e_1_3_2_2_36_1","unstructured":"Xun Yang Yunli Wang Cheng Chen Qing Tan Chuan Yu Jian Xu and Xiaoqiang Zhu. 2021. Computation Resource Allocation Solution in Recommender Systems. arXiv preprint arXiv:2103.02259(2021)."},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/3539618.3591696"},{"key":"e_1_3_2_2_38_1","volume-title":"Words: Trillion-Parameter Sequential Transducers for Generative Recommendations. arXiv preprint arXiv:2402.17152(2024).","author":"Zhai Jiaqi","year":"2024","unstructured":"Jiaqi Zhai, Lucy Liao, Xing Liu, Yueming Wang, Rui Li, Xuan Cao, Leon Gao, Zhaojie Gong, Fangda Gu, Michael He, et al., 2024. Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations. arXiv preprint arXiv:2402.17152(2024)."},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/2348283.2348309"},{"key":"e_1_3_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33015941"},{"key":"e_1_3_2_2_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/3543507.3583313"},{"key":"e_1_3_2_2_42_1","doi-asserted-by":"publisher","DOI":"10.1145\/3539597.3570456"}],"event":{"name":"KDD '25: The 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"],"location":"Toronto ON Canada","acronym":"KDD '25"},"container-title":["Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3711896.3737205","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,16]],"date-time":"2025-08-16T14:43:57Z","timestamp":1755355437000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3711896.3737205"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,3]]},"references-count":42,"alternative-id":["10.1145\/3711896.3737205","10.1145\/3711896"],"URL":"https:\/\/doi.org\/10.1145\/3711896.3737205","relation":{},"subject":[],"published":{"date-parts":[[2025,8,3]]},"assertion":[{"value":"2025-08-03","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}