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Densities of Almost Surely Terminating Probabilistic Programs are Differentiable Almost Everywhere
We study the differential properties of higher-order statistical probabilistic programs with recursion and conditioning. Our starting point is an open problem posed by Hongseok Yang: what class of statistical probabilistic programs have densities that are differentiable almost everywhere? To formali...
Autores principales: | Mak, Carol, Ong, C.-H. Luke, Paquet, Hugo, Wagner, Dominik |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7984578/ http://dx.doi.org/10.1007/978-3-030-72019-3_16 |
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