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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Main Authors: Abate, A, Giacobbe, M, Roy, D
格式: Conference item
语言:English
出版: Springer Nature 2021