Dongwon Ryu

Fire Burns, Sword Cuts: Commonsense Inductive Bias for Exploration in Text-based Games

Text-based games (TGs) are exciting testbeds for developing deep reinforcement learning techniques due to their partially observed environments and large action spaces. In these games, the agent learns to explore the environment via natural language interactions with the game simulator. A fundamenta…