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Program Synthesis Using Deduction-Guided Reinforcement Learning

In this paper, we present a new program synthesis algorithm based on reinforcement learning. Given an initial policy (i.e. statistical model) trained off-line, our method uses this policy to guide its search and gradually improves it by leveraging feedback obtained from a deductive reasoning engine....

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Detalles Bibliográficos
Autores principales: Chen, Yanju, Wang, Chenglong, Bastani, Osbert, Dillig, Isil, Feng, Yu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7363208/
http://dx.doi.org/10.1007/978-3-030-53291-8_30