Scalarized multi-objective reinforcement learning: Novel design techniques. - Kristof Van Moffaert; Madalina M. Drugan; Ann Nowé (ADPRL, 2013)

Hypervolume-Based Multi-Objective Reinforcement Learning. - Kristof Van Moffaert; Madalina M. Drugan; Ann Nowé (EMO, 2013)

Reinforcement Learning for Multi-purpose Schedules. - Kristof Van Moffaert; Yann-Michaël De Hauwere; Peter Vrancx; Ann Nowé (ICAART (2), 2013)

On the Behaviour of Scalarization Methods for the Engagement of a Wet Clutch. - Tim Brys; Kristof Van Moffaert; Kevin Van Vaerenbergh; Ann Nowé (ICMLA (1), 2013)

Networks as a tool to save energy while keeping up general user comfort in buildings. - Yann-Michaël De Hauwere; Kristof Van Moffaert; Paul-Armand Verhaegen; Ann Nowé (LANMAN, 2013)

Adaptive objective selection for correlated objectives in multi-objective reinforcement learning. - Tim Brys; Kristof Van Moffaert; Ann Nowé; Matthew E. Taylor (AAMAS, 2014)

A novel adaptive weight selection algorithm for multi-objective multi-agent reinforcement learning. - Kristof Van Moffaert; Tim Brys; Arjun Chandra; Lukas Esterle; Peter R. Lewis 001; Ann Nowé (IJCNN, 2014)

Multi-objective χ-Armed bandits. - Kristof Van Moffaert; Kevin Van Vaerenbergh; Peter Vrancx; Ann Nowé (IJCNN, 2014)

NRG-X-Change - A Novel Mechanism for Trading of Renewable Energy in Smart Grids. - Mihail Mihaylov; Sergio Jurado; Kristof Van Moffaert; Narcís Avellana; Ann Nowé (SMARTGREENS, 2014)

Multi-objective reinforcement learning using sets of pareto dominating policies. - Kristof Van Moffaert; Ann Nowé (J. Mach. Learn. Res., 2014)

SCANERGY: a Scalable and Modular System for Energy Trading Between Prosumers. - Mihail Mihaylov; Sergio Jurado; Narcís Avellana; Iván S. Razo-Zapata; Kristof Van Moffaert; Leticia Arco; Maite Bezunartea; Isel Grau; Adrian Cañadas; Ann Nowé (AAMAS, 2015)

Risk-sensitivity through multi-objective reinforcement learning. - Kristof Van Moffaert; Tim Brys; Ann Nowé (CEC, 2015)

A Policy Gradient with Parameter-Based Exploration Approach for Zone-Heating. - Kevin Van Vaerenbergh; Yann-Michaël De Hauwere; Bruno Depraetere; Kristof Van Moffaert; Ann Nowé (SSCI, 2015)