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Probabilistic Integral Circuits

APRIL Lab in Edinburgh, We design probabilistic ML systems that are provably reliable in the #wild by combining complex reasoning with efficient inference and learning.



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Probabilistic Integral Circuits

https://april-tools.github.io/publications/gala2023pic

APRIL Lab in Edinburgh, We design probabilistic ML systems that are provably reliable in the #wild by combining complex reasoning with efficient inference and learning.



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https://april-tools.github.io/publications/gala2023pic

Probabilistic Integral Circuits

APRIL Lab in Edinburgh, We design probabilistic ML systems that are provably reliable in the #wild by combining complex reasoning with efficient inference and learning.

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      Probabilistic Integral Circuits - april Lab
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      2024-01-19T00:00:00-08:00
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      Probabilistic Integral Circuits
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      We represent hierarchical continuous latent variable models as computational graph that allow us to efficiently approximate intractable distributions via recursive quadrature rules
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      Probabilistic Integral Circuits
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      We represent hierarchical continuous latent variable models as computational graph that allow us to efficiently approximate intractable distributions via recursive quadrature rules
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