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Creators/Authors contains: "Bruna, Joan"

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  1. ; ; (, Neural Information Processing Systems)
    Free, publicly-accessible full text available December 9, 2026
  2. ; ; (, Neural Information Processing Systems)
    Free, publicly-accessible full text available December 9, 2026
  3. ; ; (, Machine Learning: Science and Technology)
    Abstract We propose a multiscale approach for predicting quantities in dynamical systems which is explicitly structured to extract information in both fine-to-coarse and coarse-to-fine directions. Our approach improves model accuracy and stability with minimally increased computation compared to non-multiscale approaches with analogous network architecture. We evaluate our approach on an idealized fluid subgrid parameterization (known as closure) task in which our multiscale networks correct chaotic underlying models to reflect the contributions of unresolved, fine-scale dynamics. 
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    Free, publicly-accessible full text available December 19, 2026
  4. ; (, Statistical science)
    Free, publicly-accessible full text available September 18, 2026
  5. ; ; (, International Conference on Machine Learning)
    Free, publicly-accessible full text available July 21, 2026
  6. ; ; ; (, Conference on Learning Theory)
    Free, publicly-accessible full text available July 1, 2026
  7. ; ; (, International Conference on Learning Representations)
    Free, publicly-accessible full text available April 24, 2026
  8. ; (, Neural Information Processing Systems)
    Accepted Manuscript Full Text Available
  9. ; (, Neurips)
    Accepted Manuscript Full Text Available
  10. ; ; ; ; (, Neural Information Processing Systems)
    Accepted Manuscript Full Text Available