{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T04:14:59Z","timestamp":1761279299194,"version":"build-2065373602"},"publisher-location":"Cham","reference-count":10,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030161835"},{"type":"electronic","value":"9783030161842"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-16184-2_1","type":"book-chapter","created":{"date-parts":[[2019,3,29]],"date-time":"2019-03-29T13:04:26Z","timestamp":1553864666000},"page":"3-12","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Multi-agent Neural Reinforcement-Learning System with Communication"],"prefix":"10.1007","author":[{"given":"David","family":"Sim\u00f5es","sequence":"first","affiliation":[]},{"given":"Nuno","family":"Lau","sequence":"additional","affiliation":[]},{"given":"Lu\u00eds Paulo","family":"Reis","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,3,30]]},"reference":[{"key":"1_CR1","unstructured":"Claus, C., Boutilier, C.: The dynamics of reinforcement learning in cooperative multiagent systems. In: Proceedings of the Fifteenth National\/Tenth Conference on Artificial Intelligence\/Innovative Applications of Artificial Intelligence, AAAI 1998\/IAAI 1998, pp. 746\u2013752. American Association for Artificial Intelligence, Menlo Park (1998). http:\/\/dl.acm.org\/citation.cfm?id=295240.295800"},{"key":"1_CR2","unstructured":"Firoiu, V., Whitney, W.F., Tenenbaum, J.B.: Beating the world\u2019s best at super smash bros. with deep reinforcement learning. CoRR abs\/1702.06230 (2017). http:\/\/arxiv.org\/abs\/1702.06230"},{"key":"1_CR3","unstructured":"Foerster, J.N., Assael, Y.M., de\u00a0Freitas, N., Whiteson, S.: Learning to communicate with deep multi-agent reinforcement learning. CoRR abs\/1605.06676 (2016). http:\/\/arxiv.org\/abs\/1605.06676"},{"key":"1_CR4","unstructured":"Foerster, J.N., Farquhar, G., Afouras, T., Nardelli, N., Whiteson, S.: Counterfactual multi-agent policy gradients. CoRR abs\/1705.08926 (2017). http:\/\/arxiv.org\/abs\/1705.08926"},{"key":"1_CR5","unstructured":"Foerster, J.N., Nardelli, N., Farquhar, G., Torr, P.H.S., Kohli, P., Whiteson, S.: Stabilising experience replay for deep multi-agent reinforcement learning. CoRR abs\/1702.08887 (2017). http:\/\/arxiv.org\/abs\/1702.08887"},{"key":"1_CR6","unstructured":"Glorot, X., Bengio, Y.: Understanding the difficulty of training deep feedforward neural networks. In: Teh, Y.W., Titterington, M. (eds.) Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics. Proceedings of Machine Learning Research, vol.\u00a09, PMLR, Chia Laguna Resort, Sardinia, Italy, 13\u201315 May 2010, pp. 249\u2013256 (2010). http:\/\/proceedings.mlr.press\/v9\/glorot10a.html"},{"key":"1_CR7","unstructured":"Kingma, D.P., Ba, J.: Adam: a method for stochastic optimization. CoRR abs\/1412.6980 (2014). http:\/\/arxiv.org\/abs\/1412.6980"},{"key":"1_CR8","unstructured":"Lowe, R., Wu, Y., Tamar, A., Harb, J., Abbeel, P., Mordatch, I.: Multi-agent actor-critic for mixed cooperative-competitive environments. CoRR abs\/1706.02275 (2017). http:\/\/arxiv.org\/abs\/1706.02275"},{"key":"1_CR9","unstructured":"Mnih, V., Badia, A.P., Mirza, M., Graves, A., Lillicrap, T.P., Harley, T., Silver, D., Kavukcuoglu, K.: Asynchronous methods for deep reinforcement learning. CoRR abs\/1602.01783 (2016). http:\/\/arxiv.org\/abs\/1602.01783"},{"key":"1_CR10","unstructured":"Sukhbaatar, S., Szlam, A., Fergus, R.: Learning multiagent communication with backpropagation. CoRR abs\/1605.07736 (2016). http:\/\/arxiv.org\/abs\/1605.07736"}],"container-title":["Advances in Intelligent Systems and Computing","New Knowledge in Information Systems and Technologies"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-16184-2_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T04:12:24Z","timestamp":1761279144000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-16184-2_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030161835","9783030161842"],"references-count":10,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-16184-2_1","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"30 March 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"WorldCIST'19","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"World Conference on Information Systems and Technologies","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Galicia","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 April 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 April 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"worldcist2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.worldcist.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}