Margaux Brégère

6 papers · 2019–2025 · 4 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (4) 🏃 Academic Marathon (6) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (14)

Conferences

AUTOML (2) ICML (2) AISTATS (1) NIPS (1)

Top co-authors

Pierre Gaillard (4) Nadia Oudjane (3) Julie Keisler (2) Bianca Marin Moreno (2) Amaury Durand (1) Sandra Claudel (1) Bianca M. Moreno (1) Khaled Eldowa (1) Yannig Goude (1) Gilles Cabriel (1)

Keywords

regret bound (2) online learning (2) sub-linear regret (1) contextual bandit (1) demand response (1) non-stationary mdp (1) occupancy measure (1) quadratic loss (1) finite horizon (1) price incentive (1) concave utility (1) reinforcement learning (1) concave utility reinforcement learning (1) mirror descent (1)

Papers

AutoML Algorithms for Online Generalized Additive Model Selection: Application to Electricity Demand Forecasting AUTOML 2025

Online Episodic Convex Reinforcement Learning ICML 2025

MetaCURL: Non-stationary Concave Utility Reinforcement Learning NIPS 2024

Automated Deep Learning for load forecasting AUTOML 2024

Efficient Model-Based Concave Utility Reinforcement Learning through Greedy Mirror Descent AISTATS 2024

Target Tracking for Contextual Bandits: Application to Demand Side Management ICML 2019