Lénaïc Chizat. I am a tenure track assistant professor at EPFL in the Institute of Mathematics, where I lead the DOLA chair (Dynamics Of Learning ...
An interpolating distance between optimal transport and Fisher–Rao metrics. L Chizat, G Peyré, B Schmitzer, FX Vialard. Foundations of Computational Mathematics ...
We study the fundamental concepts of analysis, calculus and the integral of real-valued functions of one real variable.
Lénaïc Chizat
Affiliation: Swiss Federal Institute of Technology in Lausanne
Research interests: Optimization, Machine Learning, Optimal Transport, and more
Insightful series of blog posts on the effect of stochasticity in machine learning algorithms! There is so much yet to explore in optimization beyond complexity ...
Academic positions. Since Sept. 2021 Professor Assistant Tenure Track, Head of the DOLA (Dynamics Of Learning Algorithms) chair, Institute of Mathematics, ...
Lénaïc Chizat: Convergence Rates of Gradient Methods for Convex Optimization in the Space of Measures. Open J. Math. Optim. 3: 1-19 (2022).
Duration: 1:01:35
Posted: Aug 1, 2022
Posted: Aug 1, 2022
Promoting openness in scientific communication and the peer-review process.
This thesis generalizes optimal transport beyond the classical ``balanced" setting of probability distributions. We define unbalanced optimal transport models ...