Is Exploration All You Need? Effective Exploration Characteristics for Transfer in Reinforcement Learning

no code implementations • 2 Apr 2024 • Jonathan C. Balloch, Rishav Bhagat, Geigh Zollicoffer, Ruoran Jia, Julia Kim, Mark O. Riedl

However, the relationship between specific exploration characteristics and effective transfer learning in deep RL has not been characterized.

Reinforcement Learning (RL) Transfer Learning

Detecting and Adapting to Novelty in Games

no code implementations • 4 Jun 2021 • Xiangyu Peng, Jonathan C. Balloch, Mark O. Riedl

Open-world novelty occurs when the rules of an environment can change abruptly, such as when a game player encounters "house rules".

Knowledge Graphs Model-based Reinforcement Learning +2