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Rodrigo Maulen-Soto

Postdoctoral researcher
Sorbonne Université
maulen(at)lpsm(dot)paris


About Me

Hi! I am a postdoctoral researcher at Sorbonne Université in Paris, France. My work focuses on studying theoretical stochastic/deterministic dynamics for optimization problems. I am particularly interested in the possible applications to Machine Learning, related to variance reduction methods and continuous optimization.

News

Selected Publications

  1. An SDE perspective on stochastic convex optimization
    Rodrigo Maulen-Soto, Jalal Fadili, Hedy Attouch
    Arxiv, 2022
    PDF Submitted to MOR
  2. Tikhonov regularization for stochastic convex optimization in Hilbert spaces
    Rodrigo Maulen-Soto, Jalal Fadili, Hedy Attouch
    Arxiv, 2024
    PDF Submitted to OJMO
  3. Stochastic inertial dynamics via time scaling and averaging
    Rodrigo Maulen-Soto, Jalal Fadili, Hedy Attouch, Peter Ochs
    Arxiv, 2024
    PDF Submitted to Stochastic Systems
  4. An SDE Perspective on Stochastic Inertial Gradient Dynamics with Time-Dependent Viscosity and Geometric Damping
    Rodrigo Maulen-Soto, Jalal Fadili, Hedy Attouch, Peter Ochs
    Arxiv, 2024
    PDF Submitted to SIOPT
  5. Inertial Methods with Viscous and Hessian driven Damping for Non-Convex Optimization
    Rodrigo Maulen-Soto, Jalal Fadili, Peter Ochs
    Arxiv, 2024
    PDF Submitted to Mathematical Programming

Teachings

Universidad de Chile

École nationale supérieure d'ingénieurs de Caen