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Umut \c{S}im\c{s}ekli

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Papers (12)

  1. Generalization at the Edge of Stability cs.LG · 2026 · author #3
  2. First Exit Time Analysis of Stochastic Gradient Descent Under Heavy-Tailed Gradient Noise stat.ML · 2019 · author #2
  3. Probabilistic Permutation Synchronization using the Riemannian Structure of the Birkhoff Polytope cs.CV · 2019 · author #2
  4. Non-Asymptotic Analysis of Fractional Langevin Monte Carlo for Non-Convex Optimization math.OC · 2019 · author #2
  5. Sliced-Wasserstein Flows: Nonparametric Generative Modeling via Optimal Transport and Diffusions stat.ML · 2018 · author #2
  6. Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization stat.ML · 2018 · author #1
  7. Bayesian Pose Graph Optimization via Bingham Distributions and Tempered Geodesic MCMC cs.CV · 2018 · author #2
  8. Fractional Langevin Monte Carlo: Exploring L\'{e}vy Driven Stochastic Differential Equations for Markov Chain Monte Carlo stat.CO · 2017 · author #1
  9. Learning the Morphology of Brain Signals Using Alpha-Stable Convolutional Sparse Coding stat.ML · 2017 · author #3
  10. Stochastic Quasi-Newton Langevin Monte Carlo stat.ML · 2016 · author #1
  11. HAMSI: A Parallel Incremental Optimization Algorithm Using Quadratic Approximations for Solving Partially Separable Problems stat.ML · 2015 · author #5
  12. Parallel Stochastic Gradient Markov Chain Monte Carlo for Matrix Factorisation Models stat.ML · 2015 · author #1

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