{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T16:29:19Z","timestamp":1773246559996,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":34,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,7,25]],"date-time":"2020-07-25T00:00:00Z","timestamp":1595635200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"National Natural Science Foundation of China","award":["61872249 61836005 61672358"],"award-info":[{"award-number":["61872249 61836005 61672358"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,7,25]]},"DOI":"10.1145\/3397271.3401083","type":"proceedings-article","created":{"date-parts":[[2020,7,25]],"date-time":"2020-07-25T07:50:08Z","timestamp":1595663408000},"page":"831-840","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":144,"title":["A General Knowledge Distillation Framework for Counterfactual Recommendation via Uniform Data"],"prefix":"10.1145","author":[{"given":"Dugang","family":"Liu","sequence":"first","affiliation":[{"name":"Shenzhen University, Shenzhen, China"}]},{"given":"Pengxiang","family":"Cheng","sequence":"additional","affiliation":[{"name":"Huawei Noah's Ark Lab, Shenzhen, China"}]},{"given":"Zhenhua","family":"Dong","sequence":"additional","affiliation":[{"name":"Huawei Noah's Ark Lab, Shenzhen, China"}]},{"given":"Xiuqiang","family":"He","sequence":"additional","affiliation":[{"name":"Huawei Noah's Ark Lab, Shenzhen, China"}]},{"given":"Weike","family":"Pan","sequence":"additional","affiliation":[{"name":"Shenzhen University, Shenzhen, China"}]},{"given":"Zhong","family":"Ming","sequence":"additional","affiliation":[{"name":"Shenzhen University, Shenzhen, China"}]}],"member":"320","published-online":{"date-parts":[[2020,7,25]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3109859.3109912"},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/3331184.3331202"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3289600.3291017"},{"key":"e_1_3_2_2_4_1","volume-title":"Label refinery: Improving imagenet classification through label progression. arXiv preprint arXiv:1805.02641","author":"Bagherinezhad Hessam","year":"2018","unstructured":"Hessam Bagherinezhad , Maxwell Horton , Mohammad Rastegari , and Ali Farhadi . 2018. Label refinery: Improving imagenet classification through label progression. arXiv preprint arXiv:1805.02641 ( 2018 ). Hessam Bagherinezhad, Maxwell Horton, Mohammad Rastegari, and Ali Farhadi. 2018. Label refinery: Improving imagenet classification through label progression. arXiv preprint arXiv:1805.02641 (2018)."},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/3240323.3240360"},{"key":"e_1_3_2_2_6_1","volume-title":"Proceedings of the 41st International ACM SIGIR Conference on Research and Development in Information Retrieval. 415--424","author":"Roc'io","unstructured":"Roc'io Ca namares and Pablo Castells. 2018. Should I follow the crowd?: A probabilistic analysis of the effectiveness of popularity in recommender systems . In Proceedings of the 41st International ACM SIGIR Conference on Research and Development in Information Retrieval. 415--424 . Roc'io Ca namares and Pablo Castells. 2018. Should I follow the crowd?: A probabilistic analysis of the effectiveness of popularity in recommender systems. In Proceedings of the 41st International ACM SIGIR Conference on Research and Development in Information Retrieval. 415--424."},{"key":"e_1_3_2_2_7_1","volume-title":"Doubly robust policy evaluation and learning. arXiv preprint arXiv:1103.4601","author":"Dud\u00edk Miroslav","year":"2011","unstructured":"Miroslav Dud\u00edk , John Langford , and Lihong Li. 2011. Doubly robust policy evaluation and learning. arXiv preprint arXiv:1103.4601 ( 2011 ). Miroslav Dud\u00edk, John Langford, and Lihong Li. 2011. Doubly robust policy evaluation and learning. arXiv preprint arXiv:1103.4601 (2011)."},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"crossref","unstructured":"Takashi Fukuda Masayuki Suzuki Gakuto Kurata Samuel Thomas Jia Cui and Bhuvana Ramabhadran. 2017. Efficient knowledge distillation from an ensemble of teachers. In Interspeech. 3697--3701.  Takashi Fukuda Masayuki Suzuki Gakuto Kurata Samuel Thomas Jia Cui and Bhuvana Ramabhadran. 2017. Efficient knowledge distillation from an ensemble of teachers. In Interspeech. 3697--3701.","DOI":"10.21437\/Interspeech.2017-614"},{"key":"e_1_3_2_2_9_1","volume-title":"Sample selection bias as a specification error. Econometrica: Journal of the Econometric Society","author":"Heckman James J","year":"1979","unstructured":"James J Heckman . 1979. Sample selection bias as a specification error. Econometrica: Journal of the Econometric Society ( 1979 ), 153--161. James J Heckman. 1979. Sample selection bias as a specification error. Econometrica: Journal of the Econometric Society (1979), 153--161."},{"key":"e_1_3_2_2_10_1","volume-title":"Distilling the knowledge in a neural network. arXiv preprint arXiv:1503.02531","author":"Hinton Geoffrey","year":"2015","unstructured":"Geoffrey Hinton , Oriol Vinyals , and Jeff Dean . 2015. Distilling the knowledge in a neural network. arXiv preprint arXiv:1503.02531 ( 2015 ). Geoffrey Hinton, Oriol Vinyals, and Jeff Dean. 2015. Distilling the knowledge in a neural network. arXiv preprint arXiv:1503.02531 (2015)."},{"key":"e_1_3_2_2_11_1","volume-title":"Aahlad Manas Puli, and Uri Shalit","author":"Kallus Nathan","year":"2018","unstructured":"Nathan Kallus , Aahlad Manas Puli, and Uri Shalit . 2018 . Removing hidden confounding by experimental grounding. In Advances in Neural Information Processing Systems . 10888--10897. Nathan Kallus, Aahlad Manas Puli, and Uri Shalit. 2018. Removing hidden confounding by experimental grounding. In Advances in Neural Information Processing Systems. 10888--10897."},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2009.263"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3220082"},{"key":"e_1_3_2_2_14_1","volume-title":"Counterfactual learning from bandit feedback under deterministic logging: A case study in statistical machine translation. arXiv preprint arXiv:1707.09118","author":"Lawrence Carolin","year":"2017","unstructured":"Carolin Lawrence , Artem Sokolov , and Stefan Riezler . 2017. Counterfactual learning from bandit feedback under deterministic logging: A case study in statistical machine translation. arXiv preprint arXiv:1707.09118 ( 2017 ). Carolin Lawrence, Artem Sokolov, and Stefan Riezler. 2017. Counterfactual learning from bandit feedback under deterministic logging: A case study in statistical machine translation. arXiv preprint arXiv:1707.09118 (2017)."},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3289600.3291003"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3041021.3054202"},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/1639714.1639717"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.191"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.11.059"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2014.09.013"},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01252-6_17"},{"key":"e_1_3_2_2_22_1","volume-title":"Antoine Chassang, Carlo Gatta, and Yoshua Bengio.","author":"Romero Adriana","year":"2014","unstructured":"Adriana Romero , Nicolas Ballas , Samira Ebrahimi Kahou , Antoine Chassang, Carlo Gatta, and Yoshua Bengio. 2014 . Fitnets : Hints for thin deep nets. arXiv preprint arXiv:1412.6550 (2014). Adriana Romero, Nicolas Ballas, Samira Ebrahimi Kahou, Antoine Chassang, Carlo Gatta, and Yoshua Bengio. 2014. Fitnets: Hints for thin deep nets. arXiv preprint arXiv:1412.6550 (2014)."},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/3041021.3054190"},{"key":"e_1_3_2_2_24_1","volume-title":"Proceedings of the 33rd International Conference on International Conference on Machine Learning . 1670--1679","author":"Schnabel Tobias","year":"2016","unstructured":"Tobias Schnabel , Adith Swaminathan , Ashudeep Singh , Navin Chandak , and Thorsten Joachims . 2016 . Recommendations as treatments: Debiasing learning and evaluation . In Proceedings of the 33rd International Conference on International Conference on Machine Learning . 1670--1679 . Tobias Schnabel, Adith Swaminathan, Ashudeep Singh, Navin Chandak, and Thorsten Joachims. 2016. Recommendations as treatments: Debiasing learning and evaluation. In Proceedings of the 33rd International Conference on International Conference on Machine Learning . 1670--1679."},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.5555\/2789272.2886805"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3220021"},{"key":"e_1_3_2_2_27_1","volume-title":"Dataset distillation. arXiv preprint arXiv:1811.10959","author":"Wang Tongzhou","year":"2018","unstructured":"Tongzhou Wang , Jun-Yan Zhu , Antonio Torralba , and Alexei A Efros . 2018b. Dataset distillation. arXiv preprint arXiv:1811.10959 ( 2018 ). Tongzhou Wang, Jun-Yan Zhu, Antonio Torralba, and Alexei A Efros. 2018b. Dataset distillation. arXiv preprint arXiv:1811.10959 (2018)."},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/3159652.3159732"},{"key":"e_1_3_2_2_29_1","volume-title":"Proceedings of the 36th International Conference on Machine Learning. 6638--6647","author":"Wang Xiaojie","year":"2019","unstructured":"Xiaojie Wang , Rui Zhang , Yu Sun , and Jianzhong Qi . 2019 . Doubly robust joint learning for recommendation on data missing not at random . In Proceedings of the 36th International Conference on Machine Learning. 6638--6647 . Xiaojie Wang, Rui Zhang, Yu Sun, and Jianzhong Qi. 2019. Doubly robust joint learning for recommendation on data missing not at random. In Proceedings of the 36th International Conference on Machine Learning. 6638--6647."},{"key":"e_1_3_2_2_30_1","volume-title":"Privileged features distillation for e-commerce recommendations. arXiv preprint arXiv:1907.05171","author":"Xu Chen","year":"2019","unstructured":"Chen Xu , Quan Li , Junfeng Ge , Jinyang Gao , Xiaoyong Yang , Changhua Pei , Hanxiao Sun , and Wenwu Ou. 2019. Privileged features distillation for e-commerce recommendations. arXiv preprint arXiv:1907.05171 ( 2019 ). Chen Xu, Quan Li, Junfeng Ge, Jinyang Gao, Xiaoyong Yang, Changhua Pei, Hanxiao Sun, and Wenwu Ou. 2019. Privileged features distillation for e-commerce recommendations. arXiv preprint arXiv:1907.05171 (2019)."},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3240323.3240355"},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.754"},{"key":"e_1_3_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3357384.3358058"},{"key":"e_1_3_2_2_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/3336191.3371790"}],"event":{"name":"SIGIR '20: The 43rd International ACM SIGIR conference on research and development in Information Retrieval","location":"Virtual Event China","acronym":"SIGIR '20","sponsor":["SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3397271.3401083","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3397271.3401083","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T21:31:38Z","timestamp":1750195898000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3397271.3401083"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7,25]]},"references-count":34,"alternative-id":["10.1145\/3397271.3401083","10.1145\/3397271"],"URL":"https:\/\/doi.org\/10.1145\/3397271.3401083","relation":{},"subject":[],"published":{"date-parts":[[2020,7,25]]},"assertion":[{"value":"2020-07-25","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}