{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,20]],"date-time":"2026-05-20T15:05:38Z","timestamp":1779289538675,"version":"3.51.4"},"publisher-location":"New York, NY, USA","reference-count":38,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,8,14]],"date-time":"2022-08-14T00:00:00Z","timestamp":1660435200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Foshan HKUST Projects","award":["FSUST21-FYTRI01A, FSUST21-FYTRI02A"],"award-info":[{"award-number":["FSUST21-FYTRI01A, FSUST21-FYTRI02A"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["Grant No. 62102110, 61836013"],"award-info":[{"award-number":["Grant No. 62102110, 61836013"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,8,14]]},"DOI":"10.1145\/3534678.3539139","type":"proceedings-article","created":{"date-parts":[[2022,8,12]],"date-time":"2022-08-12T19:06:12Z","timestamp":1660331172000},"page":"2957-2967","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":15,"title":["Talent Demand-Supply Joint Prediction with Dynamic Heterogeneous Graph Enhanced Meta-Learning"],"prefix":"10.1145","author":[{"given":"Zhuoning","family":"Guo","sequence":"first","affiliation":[{"name":"Harbin Institute of Technology &amp; Baidu Inc., Harbin, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hao","family":"Liu","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology (Guangzhou) &amp; The Hong Kong University of Science and Technology, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Le","family":"Zhang","sequence":"additional","affiliation":[{"name":"Baidu Inc, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qi","family":"Zhang","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China &amp; Baidu Inc., Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hengshu","family":"Zhu","sequence":"additional","affiliation":[{"name":"Baidu Inc., Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hui","family":"Xiong","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology (Guangzhou) &amp; The Hong Kong University of Science and Technology, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,8,14]]},"reference":[{"key":"e_1_3_2_2_1_1","volume-title":"The effect of collaborative forecasting on supply chain performance. Management science","author":"Aviv Yossi","year":"2001","unstructured":"Yossi Aviv. 2001. The effect of collaborative forecasting on supply chain performance. Management science, Vol. 47, 10 (2001), 1326--1343."},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.3368\/jhr.monopsony.1218-9914R1"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.bushor.2021.02.015"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1080\/00343404.2013.867429"},{"key":"e_1_3_2_2_6_1","volume-title":"Talent management for the twenty-first century. Harvard business review","author":"Cappelli Peter","year":"2008","unstructured":"Peter Cappelli. 2008. Talent management for the twenty-first century. Harvard business review, Vol. 86, 3 (2008), 74."},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-orgpsych-031413-091314"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3274895.3274896"},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2019.2950416"},{"key":"e_1_3_2_2_10_1","volume-title":"International Conference on Machine Learning. PMLR, 1126--1135","author":"Finn Chelsea","year":"2017","unstructured":"Chelsea Finn, Pieter Abbeel, and Sergey Levine. 2017. Model-agnostic meta-learning for fast adaptation of deep networks. In International Conference on Machine Learning. PMLR, 1126--1135."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330691"},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0060808"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3366424.3383112"},{"key":"e_1_3_2_2_14_1","volume-title":"Long short-term memory. Neural computation","author":"Hochreiter Sepp","year":"1997","unstructured":"Sepp Hochreiter and J\u00fcrgen Schmidhuber. 1997. Long short-term memory. Neural computation, Vol. 9, 8 (1997), 1735--1780."},{"key":"e_1_3_2_2_15_1","volume-title":"Semi-supervised classification with graph convolutional networks. arXiv preprint arXiv:1609.02907","author":"Kipf Thomas N","year":"2016","unstructured":"Thomas N Kipf and Max Welling. 2016. Semi-supervised classification with graph convolutional networks. arXiv preprint arXiv:1609.02907 (2016)."},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3041021.3054200"},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401403"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v31i1.10751"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhm.2010.08.004"},{"key":"e_1_3_2_2_20_1","first-page":"1","article-title":"MetaStore: a task-adaptative meta-learning model for optimal store placement with multi-city knowledge transfer","volume":"12","author":"Liu Yan","year":"2021","unstructured":"Yan Liu, Bin Guo, Daqing Zhang, Djamal Zeghlache, Jingmin Chen, Sizhe Zhang, Dan Zhou, Xinlei Shi, and Zhiwen Yu. 2021. MetaStore: a task-adaptative meta-learning model for optimal store placement with multi-city knowledge transfer. ACM Transactions on Intelligent Systems and Technology (TIST), Vol. 12, 3 (2021), 1--23.","journal-title":"ACM Transactions on Intelligent Systems and Technology (TIST)"},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v30i1.9969"},{"key":"e_1_3_2_2_22_1","volume-title":"Addressing skills mismatch: Utilizing talent supply chain management to enhance collaboration between companies and talent suppliers. Business horizons","author":"Makarius Erin E","year":"2017","unstructured":"Erin E Makarius and Mahesh Srinivasan. 2017. Addressing skills mismatch: Utilizing talent supply chain management to enhance collaboration between companies and talent suppliers. Business horizons, Vol. 60, 4 (2017), 495--505."},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330969"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330884"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3376927"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403338"},{"key":"e_1_3_2_2_27_1","first-page":"7","article-title":"University choice: Implications for marketing and positioning","volume":"3","author":"Ming Sia Joseph Kee","year":"2013","unstructured":"Joseph Kee Ming Sia. 2013. University choice: Implications for marketing and positioning. Education, Vol. 3, 1 (2013), 7--14.","journal-title":"Education"},{"key":"e_1_3_2_2_28_1","volume-title":"Prototypical networks for few-shot learning. arXiv preprint arXiv:1703.05175","author":"Snell Jake","year":"2017","unstructured":"Jake Snell, Kevin Swersky, and Richard S Zemel. 2017. Prototypical networks for few-shot learning. arXiv preprint arXiv:1703.05175 (2017)."},{"key":"e_1_3_2_2_29_1","volume-title":"Market-oriented job skill valuation with cooperative composition neural network. Nature communications","author":"Sun Ying","year":"2021","unstructured":"Ying Sun, Fuzhen Zhuang, Hengshu Zhu, Qi Zhang, Qing He, and Hui Xiong. 2021. Market-oriented job skill valuation with cooperative composition neural network. Nature communications, Vol. 12, 1 (2021), 1--12."},{"key":"e_1_3_2_2_30_1","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. In Advances in neural information processing systems. 5998--6008."},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313562"},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330752"},{"key":"e_1_3_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313577"},{"key":"e_1_3_2_2_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jom.2013.07.004"},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3366423.3380299"},{"key":"e_1_3_2_2_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467388"},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467131"},{"key":"e_1_3_2_2_38_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aiopen.2021.01.001"},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939689"}],"event":{"name":"KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","location":"Washington DC USA","acronym":"KDD '22","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"]},"container-title":["Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3534678.3539139","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3534678.3539139","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:02:58Z","timestamp":1750186978000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3534678.3539139"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,14]]},"references-count":38,"alternative-id":["10.1145\/3534678.3539139","10.1145\/3534678"],"URL":"https:\/\/doi.org\/10.1145\/3534678.3539139","relation":{},"subject":[],"published":{"date-parts":[[2022,8,14]]},"assertion":[{"value":"2022-08-14","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}