Publications (21)
Learning Purposeful Behaviour in the Absence of Rewards
Marlos C. Machado, Michael Bowling
Solving Large Extensive-Form Games with Strategy Constraints
Trevor Davis, Kevin Waugh, Michael Bowling
Solving Games with Functional Regret Estimation
Kevin Waugh, Dustin Morrill, J. Andrew Bagnell +1
A Laplacian Framework for Option Discovery in Reinforcement Learning
Marlos C. Machado, Marc G. Bellemare, Michael Bowling
A Randomized Mirror Descent Algorithm for Large Scale Multiple Kernel Learning
Arash Afkanpour, András György, Csaba Szepesvári +1
Domain-Independent Optimistic Initialization for Reinforcement Learning
Marlos C. Machado, Sriram Srinivasan, Michael Bowling
Low-Variance and Zero-Variance Baselines for Extensive-Form Games
Trevor Davis, Martin Schmid, Michael Bowling
DeepStack: Expert-Level Artificial Intelligence in No-Limit Poker
Matej MoravÄÃk, Martin Schmid, Neil Burch +7
State of the Art Control of Atari Games Using Shallow Reinforcement Learning
Yitao Liang, Marlos C. Machado, Erik Talvitie +1
Solving Imperfect Information Games Using Decomposition
Neil Burch, Michael Johanson, Michael Bowling
Variance Reduction in Monte Carlo Counterfactual Regret Minimization (VR-MCCFR) for Extensive Form Games using Baselines
Martin Schmid, Neil Burch, Marc Lanctot +3
AIVAT: A New Variance Reduction Technique for Agent Evaluation in Imperfect Information Games
Neil Burch, Martin Schmid, Matej MoravÄÃk +1
Partition Tree Weighting
Joel Veness, Martha White, Michael Bowling +1
The Effect of Planning Shape on Dyna-style Planning in High-dimensional State Spaces
G. Zacharias Holland, Erin J. Talvitie, Michael Bowling
Alignment Based Kernel Learning with a Continuous Set of Base Kernels
Arash Afkanpour, Csaba Szepesvari, Michael Bowling
Revisiting the Arcade Learning Environment: Evaluation Protocols and Open Problems for General Agents
Marlos C. Machado, Marc G. Bellemare, Erik Talvitie +3
Equilibrium Approximation Quality of Current No-Limit Poker Bots
Viliam Lisy, Michael Bowling
Context Tree Switching
Joel Veness, Kee Siong Ng, Marcus Hutter +1
On Local Regret
Michael Bowling, Martin Zinkevich
No-Regret Learning in Extensive-Form Games with Imperfect Recall
Marc Lanctot, Richard Gibson, Neil Burch +2
The Arcade Learning Environment: An Evaluation Platform for General Agents
Marc G. Bellemare, Yavar Naddaf, Joel Veness +1