@InProceedings{abate_et_al:LIPIcs.CONCUR.2023.22, author = {Abate, Alessandro and Edwards, Alec and Giacobbe, Mirco and Punchihewa, Hashan and Roy, Diptarko}, title = {{Quantitative Verification with Neural Networks}}, booktitle = {34th International Conference on Concurrency Theory (CONCUR 2023)}, pages = {22:1--22:18}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-299-0}, ISSN = {1868-8969}, year = {2023}, volume = {279}, editor = {P\'{e}rez, Guillermo A. and Raskin, Jean-Fran\c{c}ois}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.CONCUR.2023.22}, URN = {urn:nbn:de:0030-drops-190162}, doi = {10.4230/LIPIcs.CONCUR.2023.22}, annote = {Keywords: Data-driven Verification, Quantitative Verification, Probabilistic Programs, Stochastic Dynamical Models, Counterexample-guided Inductive Synthesis, Neural Networks} }