Tim Brys

Reinforcement learning from demonstration through shaping

Tim Brys, Anna Harutyunyan, Halit Bener Suay et al. · 2015 · 156 citations

Multi-objectivization of reinforcement learning problems by reward shaping

Tim Brys, Anna Harutyunyan, Peter Vrancx et al. · 2014 · 60 citations

Artificial Intelligence, Cognitive Science, Engineering +14

Learning from Demonstration for Shaping through Inverse Reinforcement Learning

Halit Bener Suay, Tim Brys, Matthew E. Taylor et al. · Adaptive Agents and Multi-Agents Systems · 2016 · 58 citations

Artificial Intelligence, Inverse Reinforcement Learning, Reward Hacking +12

Distributed learning and multi-objectivity in traffic light control

Tim Brys, Tong Pham, Matthew E. Taylor · Connection Science · 2014 · 52 citations

Artificial Intelligence, Intelligent Traffic Management, Engineering +12

Policy Transfer using Reward Shaping

Tim Brys, Anna Harutyunyan, Matthew E. Taylor et al. · Adaptive Agents and Multi-Agents Systems · 2015 · 51 citations

Artificial Intelligence, Engineering, Machine Learning +19