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Creators/Authors contains: "Chewi, Sinho"

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  1. ; ; (, Publikationen zu wissenschaftlichen Filmen Sektion Technische Wissenschaften Naturwissenschaften)
    Free, publicly-accessible full text available September 4, 2026
  2. ; ; (, Conference on Learning Theory (COLT) 2024)
    We develop a theory of finite-dimensional polyhedral subsets over the Wasserstein space and optimization of functionals over them via first-order methods. Our main application is to the problem of mean-field variational inference, which seeks to approximate a distribution π over ℝd by a product measure π⋆. When π is strongly log-concave and log-smooth, we provide (1) approximation rates certifying that π⋆ is close to the minimizer π⋆⋄ of the KL divergence over a \emph{polyhedral} set ⋄, and (2) an algorithm for minimizing KL(⋅‖π) over ⋄ with accelerated complexity O(κ√log(κd/ε2)), where κ is the condition number of π. 
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    Accepted Manuscript Full Text Available
  3. ; ; (, Proceedings of Thirty Seventh Conference on Learning Theory)
    Accepted Manuscript Full Text Available
  4. ; ; ; ; ; (, Proceedings of the 37th International Conference on Neural Information Processing Systems)
    Accepted Manuscript Full Text Available
  5. ; ; ; ; ; (, Neural Information Processing Systems (NeurIPS 2023))
    Accepted Manuscript Full Text Available
  6. ; ; ; ; ; (, Neural Information Processing Systems (NeurIPS 2023))
  7. ; ; ; ; ; (, Advances in neural information processing systems)
    Accepted Manuscript Full Text Available
  8. ; ; ; ; ; (, International Conference on Learning Representations (ICLR 2023))
    Accepted Manuscript Full Text Available
  9. ; ; ; (, Discrete Applied Mathematics)
    Full Text Available 
  10. ; ; ; (, Proceedings of Machine Learning Research)
    Accepted Manuscript Full Text Available