4 citations · 7 across the 7 of their papers we have counts for
3 papers · 1 filter
Computer-aided analyses of stochastic first-order methods, via interpolation conditions for stochastic optimization
Anne Rubbens, Sébastien Colla, Julien M. Hendrickx
This work proposes a framework, embedded within the Performance Estimation framework (PEP), for obtaining worst-case performance guarantees on stochastic first-order methods. Given…
Performance Estimation of second-order optimization methods on classes of univariate functions
Anne Rubbens, Nizar Bousselmi, Julien M. Hendrickx +1
We develop a principled approach to obtain exact computer-aided worst-case guarantees on the performance of second-order optimization methods on classes of univariate functions. We…
A constructive approach to strengthen algebraic descriptions of function and operator classes
Anne Rubbens, Julien M. Hendrickx, Adrien Taylor
It is well known that functions (resp. operators) satisfying a property~ on a subset cannot necessarily be extended to a function (resp. operator) satisf…