{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T15:29:00Z","timestamp":1773847740450,"version":"3.50.1"},"reference-count":22,"publisher":"IEEE","license":[{"start":{"date-parts":[[2020,12,10]],"date-time":"2020-12-10T00:00:00Z","timestamp":1607558400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,12,10]],"date-time":"2020-12-10T00:00:00Z","timestamp":1607558400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2020,12,10]],"date-time":"2020-12-10T00:00:00Z","timestamp":1607558400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100011347","name":"State Key Laboratory of Software Development Environment","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100011347","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100015639","name":"Beijing Advanced Innovation Center for Big Data and Brain Computing","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100015639","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002358","name":"Beihang University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002358","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020,12,10]]},"DOI":"10.1109\/bigdata50022.2020.9378463","type":"proceedings-article","created":{"date-parts":[[2021,3,19]],"date-time":"2021-03-19T21:10:21Z","timestamp":1616188221000},"page":"5201-5208","source":"Crossref","is-referenced-by-count":5,"title":["A Deep Reinforcement Learning Framework for Instructional Sequencing"],"prefix":"10.1109","author":[{"given":"Yanjun","family":"Pu","sequence":"first","affiliation":[]},{"given":"Caimeng","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Wenjun","family":"Wu","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref10","first-page":"2094","article-title":"Deep reinforcement learning with double q-learning","author":"van hasselt","year":"2016","journal-title":"Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence"},{"key":"ref11","article-title":"Prioritized experience replay","author":"schaul","year":"2016","journal-title":"4th International Conference on Learning Representations ICLR 2016"},{"key":"ref12","first-page":"1995","article-title":"Dueling network architectures for deep reinforcement learning","volume":"48","author":"wang","year":"2016","journal-title":"Proceedings of the 33nd International Conference on Machine Learning ICML 2016 New York City NY USA June 19-24 2016 ser JMLR Workshop and Conference Proceedings"},{"key":"ref13","article-title":"Proximal policy optimization algorithms","author":"schulman","year":"2017","journal-title":"CoRR"},{"key":"ref14","first-page":"1928","article-title":"Asynchronous methods for deep reinforcement learning","volume":"48","author":"mnih","year":"2016","journal-title":"Proceedings of the 33nd International Conference on Machine Learning ICML 2016 New York City NY USA June 19-24 2016 ser JMLR Workshop and Conference Proceedings"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/538"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3209219.3209232"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/2930238.2930247"},{"key":"ref18","article-title":"Towards closing the loop: Bridging machine-induced pedagogical policies to learning theories","author":"zhou","year":"2017","journal-title":"Proceedings of the 10th International Conference on Educational Data Mining EDM 2017 Wuhan Hubei China June 25-28 2017"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-69132-7_41"},{"key":"ref4","first-page":"1077","article-title":"Offline policy evaluation across representations with applications to educational games","author":"mandel","year":"2014","journal-title":"International conference on Autonomous Agents and Multi-Agent Systems AAMAS &#x2019;14"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TLT.2017.2692761"},{"key":"ref6","article-title":"Leveraging deep reinforcement learning for pedagogical policy induction in an intelligent tutoring system","author":"ausin","year":"2019","journal-title":"Proceedings of the 12th International Conference on Educational Data Mining EDM 2019"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"529","DOI":"10.1038\/nature14236","article-title":"Human-level control through deep reinforcement learning","volume":"518","author":"mnih","year":"2015","journal-title":"Nature"},{"key":"ref8","article-title":"ATC framework: A fully automatic cognitive tracing model for student and educational contents","author":"pu","year":"2019","journal-title":"Proceedings of the 12th International Conference on Educational Data Mining EDM 2019"},{"key":"ref7","article-title":"Accelerating human learning with deep reinforcement learning","author":"reddy","year":"2017","journal-title":"NIPS&#x2019;17 Workshop Teaching Machines Robots and Humans"},{"key":"ref2","article-title":"Improving adaptive learning technology through the use of response times","author":"mettler","year":"2011","journal-title":"Proceedings of the 33th Annual Meeting of the Cognitive Science Society CogSci 2011"},{"key":"ref1","doi-asserted-by":"crossref","first-page":"568","DOI":"10.1007\/s40593-019-00187-x","article-title":"Where&#x2019;s the reward?","volume":"29","author":"doroudi","year":"2019","journal-title":"Int J Artificial Intelligence in Education"},{"key":"ref9","first-page":"3215","article-title":"Rainbow: Combining improvements in deep reinforcement learning","author":"hessel","year":"2018","journal-title":"Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18) the 30th innovative Applications of Artificial Intelligence (IAAI-18) and the 8th AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-18)"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1515\/jaiscr-2017-0004"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-1174"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W18-0506"}],"event":{"name":"2020 IEEE International Conference on Big Data (Big Data)","location":"Atlanta, GA, USA","start":{"date-parts":[[2020,12,10]]},"end":{"date-parts":[[2020,12,13]]}},"container-title":["2020 IEEE International Conference on Big Data (Big Data)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9377717\/9377728\/09378463.pdf?arnumber=9378463","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T15:40:56Z","timestamp":1656344456000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9378463\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,12,10]]},"references-count":22,"URL":"https:\/\/doi.org\/10.1109\/bigdata50022.2020.9378463","relation":{},"subject":[],"published":{"date-parts":[[2020,12,10]]}}}