@InProceedings{jansen_et_al:LIPIcs.CONCUR.2020.3, author = {Jansen, Nils and K\"{o}nighofer, Bettina and Junges, Sebastian and Serban, Alex and Bloem, Roderick}, title = {{Safe Reinforcement Learning Using Probabilistic Shields}}, booktitle = {31st International Conference on Concurrency Theory (CONCUR 2020)}, pages = {3:1--3:16}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-160-3}, ISSN = {1868-8969}, year = {2020}, volume = {171}, editor = {Konnov, Igor and Kov\'{a}cs, Laura}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.CONCUR.2020.3}, URN = {urn:nbn:de:0030-drops-128155}, doi = {10.4230/LIPIcs.CONCUR.2020.3}, annote = {Keywords: Safe Reinforcement Learning, Formal Verification, Safe Exploration, Model Checking, Markov Decision Process} }