Learning probabilistic termination proofs

We present the first machine learning approach to the termination analysis of probabilistic programs. Ranking supermartingales (RSMs) prove that probabilistic programs halt, in expectation, within a finite number of steps. While previously RSMs were directly synthesised from source code, our method...

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Podrobná bibliografie
Hlavní autoři: Abate, A, Giacobbe, M, Roy, D
Médium: Conference item
Jazyk:English
Vydáno: Springer Nature 2021