1 citations · 1 across the 3 of their papers we have counts for
3 papers
Optimized Look-Ahead Tree Policies: A Bridge Between Look-Ahead Tree Policies and Direct Policy Search
Tobias Jung, Louis Wehenkel, Damien Ernst +1
Direct policy search (DPS) and look-ahead tree (LT) policies are two widely used classes of techniques to produce high performance policies for sequential decision-making problems.…
Monte Carlo Search Algorithm Discovery for One Player Games
Francis Maes, David Lupien St-Pierre, Damien Ernst
Much current research in AI and games is being devoted to Monte Carlo search (MCS) algorithms. While the quest for a single unified MCS algorithm that would perform well on all pro…
Meta-Learning of Exploration/Exploitation Strategies: The Multi-Armed Bandit Case
Francis Maes, Damien Ernst, Louis Wehenkel
The exploration/exploitation (E/E) dilemma arises naturally in many subfields of Science. Multi-armed bandit problems formalize this dilemma in its canonical form. Most current res…