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COLOQUIO JUNIOR

    Coloquio Junior 

       Título: The category of non-commutative probabilities in Information Geometry

    Ponente: Laura González Bravo

    Afiliación: Universidad Carlos III de Madrid

    Fecha: Martes 25 de noviembre de 2025

    Hora: 17:00 (café a las 18:00)

    Lugar: Aula Naranja, ICMAT

    Resumen: The foundational theorems of Čencov and Petz provide a characterization of invariant geometries for finite-  dimensional classical and quantum systems, respectively. However, extending these insights into a unified framework that seamlessly incorporates infinite-dimensional and continuous systems remains a significant challenge. This work introduces the category of non-commutative probabilities, $mathsf{NCP}$, as a new foundation for information geometry. Built upon the language of operator algebras, $mathsf{NCP}$ provides a common environment for both classical and quantum theories, applicable in both finite and infinite dimensions. Within this setting, we reformulate the problem of characterizing invariant geometries. Instead of classifying metric tensors on manifolds of states, we propose the classification of ``fields of covariances," defined as functors from $mathsf{NCP}$ to the category of Hilbert spaces. This approach recasts the crucial monotonicity property as a natural condition of functoriality. Furthermore, we demonstrate how this framework accommodates the description of statistical models as dedicated subcategories.