| 2025 | ICML | A Theoretical Justification for Asymmetric Actor-Critic Algorithms. | Gaspard Lambrechts, Damien Ernst, Aditya Mahajan |
| 2025 | IJCNN | Automated Class Imbalance Learning via Few-shot Bayesian Optimization with Meta-learned Deep Kernel Surrogates. | Zhaoyang Wang, Shuo Wang, Damien Ernst |
| 2025 | NLDB | Exploration of Rationale-Extraction Methods for Closed-Domain Question Answering with a New Sentence-Level Rationale Dataset. | Lize Pirenne, Samy Mokeddem, Damien Ernst, Gilles Louppe |
| 2020 | IJCAI | On Overfitting and Asymptotic Bias in Batch Reinforcement Learning with Partial Observability (Extended Abstract). | Vincent Franois-Lavet, Guillaume Rabusseau, Joelle Pineau, Damien Ernst, Raphael Fonteneau |
| 2017 | ICAART | Approximate Bayes Optimal Policy Search using Neural Networks. | Michael Castronovo, Vincent Franois-Lavet, Raphal Fonteneau, Damien Ernst, Adrien Coutoux |
| 2017 | ICAART | An App-based Algorithmic Approach for Harvesting Local and Renewable Energy using Electric Vehicles. | Antoine Dubois, Antoine Wehenkel, Raphael Fonteneau, Frdric Olivier, Damien Ernst |
| 2016 | ICAART | Decision Making from Confidence Measurement on the Reward Growth using Supervised Learning - A Study Intended for Large-scale Video Games. | D. Taralla, Z. Qiu, Antonio Sutera, Raphal Fonteneau, Damien Ernst |
| 2012 | DIS | Policy Search in a Space of Simple Closed-form Formulas: Towards Interpretability of Reinforcement Learning. | Francis Maes, Raphael Fonteneau, Louis Wehenkel, Damien Ernst |
| 2012 | ICAART | Learning to Play K-armed Bandit Problems. | Francis Maes, Louis Wehenkel, Damien Ernst |
| 2012 | ICAART | Meta-learning of Exploration/Exploitation Strategies: The Multi-armed Bandit Case. | Francis Maes, Louis Wehenkel, Damien Ernst |
| 2012 | IJCNN | Contextual multi-armed bandits for web server defense. | Tobias Jung, Sylvain Martin, Damien Ernst, Guy Leduc |
| 2011 | ICAART | Optimal Sample Selection for Batch-mode Reinforcement Learning. | Emmanuel Rachelson, Franois Schnitzler, Louis Wehenkel, Damien Ernst |
| 2010 | ICAART | A Cautious Approach to Generalization in Reinforcement Learning. | Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst |
| 2010 | ICAART | Towards Min Max Generalization in Reinforcement Learning. | Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst |
| 2007 | AAMAS | Continuous-State Reinforcement Learning with Fuzzy Approximation. | Lucian Busoniu, Damien Ernst, Bart De Schutter, Robert Babuska |