Publications

2025

  1. Online Episodic Convex Reinforcement Learning
    Bianca Marin Moreno ,  Khaled Eldowa ,  Margaux Brégère ,  Pierre Gaillard ,  and  Nadia Oudjane
    In 42nd International Conference on Machine Learning (ICML) , 2025
    Website
  2. (Online) Convex Optimization for Demand-Side Management: Application to Thermostatically Controlled Loads
    Bianca Marin Moreno ,  Margaux Brégère ,  Pierre Gaillard ,  and  Nadia Oudjane
    Journal of Optimization Theory and Applications , 2025
    Website

2024

  1. MetaCURL: Non-stationary Concave Utility Reinforcement Learning
    Bianca Marin Moreno ,  Margaux Brégère ,  Pierre Gaillard ,  and  Nadia Oudjane
    In 38th Annual Conference on Neural Information Processing Systems (NeurIPS) , 2024
    Website
  2. Efficient Model-Based Concave Utility Reinforcement Learning through Greedy Mirror Descent
    Bianca Marin Moreno ,  Margaux Brégère ,  Pierre Gaillard ,  and  Nadia Oudjane
    In 27th International Conference on Artificial Intelligence and Statistics (AISTATS) , 2024
    Website
  3. An Incentive Algorithm for a Closed Stochastic Network: Data and Mean-Field Analysis
    Bianca Marin Moreno ,  Christine Fricker ,  Hanene Mohamed ,  Amaury Philippe ,  and  Martin Trépanier
    La Matematica, Apr 2024
    Website

2022

  1. Mean Field Analysis of an Incentive Algorithm for a Closed Stochastic Network
    Bianca Marin Moreno ,  Christine Fricker ,  Hanene Mohamed ,  Amaury Philippe ,  and  Martin Trépanier
    In 33rd International Conference on Probabilistic, Combinatorial and Asymptotic Methods for the Analysis of Algorithms (AofA 2022) , Apr 2022
    Website