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ENTITY Probabilistic Inference by Program Transformation in Hakaru (System Description)

Probabilistic Inference by Program Transformation in Hakaru (System Description)

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    New arXiv Paper Links Physics Concepts to Machine Learning Applications

    A new review paper published on arXiv explores the deep connections between control theory, optimal transport, probabilistic inference, non-equilibrium thermodynamics, and machine learning. The paper highlights how thes…

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    New framework uses Gibbs measures for data-driven hierarchical learning

    Researchers have developed a novel data-driven framework for learning systems that utilizes Gibbs measures on hierarchical structures. This approach transforms the empirical loss function into an interaction potential, …