Extracting Context-Free Grammars from Recurrent Neural Networks using Tree-Automata Learning and A* Search

Benoît Barbot, Benedikt Bollig, Alain Finkel, Serge Haddad, Igor Khmelnitsky, Martin Leucker, Daniel Neider, Rajarshi Roy 0002, Lina Ye. Extracting Context-Free Grammars from Recurrent Neural Networks using Tree-Automata Learning and A* Search. In Jane Chandlee, Rémi Eyraud, Jeff Heinz, Adam Jardine, Menno Zaanen, editors, Proceedings of the 15th International Conference on Grammatical Inference, 23-27 August 2021, Virtual Event. Volume 153 of Proceedings of Machine Learning Research, pages 113-129, PMLR, 2021. [doi]

Abstract

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