no code implementations • 30 May 2024 • Bianca Marin Moreno, Margaux Brégère, Pierre Gaillard, Nadia Oudjane
Under partial information on the probability transitions (uncertainty and non-stationarity coming only from external noise, independent of agent state-action pairs), we achieve optimal dynamic regret without prior knowledge of MDP changes.
no code implementations • 30 Nov 2023 • Bianca Marin Moreno, Margaux Brégère, Pierre Gaillard, Nadia Oudjane
Many machine learning tasks can be solved by minimizing a convex function of an occupancy measure over the policies that generate them.
no code implementations • 16 Feb 2023 • Bianca Marin Moreno, Margaux Brégère, Pierre Gaillard, Nadia Oudjane
Integrating renewable energy into the power grid while balancing supply and demand is a complex issue, given its intermittent nature.
no code implementations • 25 Mar 2021 • Olivier Bilenne, Paulin Jacquot, Nadia Oudjane, Mathias Staudigl, Cheng Wan, Barbara Franci
An important issue in today's electricity markets is the management of flexibilities offered by new practices, such as smart home appliances or electric vehicles.