Rodrigo Toro Icarte

Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · Journal of Artificial Intelligence Research · 2022 · 165 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +16

LTL and Beyond: Formal Languages for Reward Function Specification in Reinforcement Learning

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · 2019 · 148 citations · Full text

Artificial Intelligence, Reward Function, Engineering +19

Using Reward Machines for High-Level Task Specification and Decomposition in Reinforcement Learning

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · International Conference on Machine Learning · 2018 · 125 citations

Artificial Intelligence, Engineering, Machine Learning +11

Teaching Multiple Tasks to an RL Agent using LTL

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · 2018 · 86 citations

Artificial Intelligence, Engineering, Ltl Progression +14

Learning Reward Machines for Partially Observable Reinforcement Learning

Rodrigo Toro Icarte, Ethan Waldie, Toryn Q. Klassen et al. · Neural Information Processing Systems · 2019 · 65 citations

Artificial Intelligence, Engineering, Machine Learning +10