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04/14/2022
Program Analysis of Probabilistic Programs
Probabilistic programming is a growing area that strives to make statist...
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11/23/2021
On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features
While Graph Neural Networks (GNNs) have recently become the de facto sta...
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10/22/2020
Conditional independence by typing
A central goal of probabilistic programming languages (PPLs) is to separ...
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06/07/2019
Automatic Reparameterisation of Probabilistic Programs
Probabilistic programming has emerged as a powerful paradigm in statisti...
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11/15/2018
Effect Handling for Composable Program Transformations in Edward2
Algebraic effects and handlers have emerged in the programming languages...
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11/02/2018