@inproceedings{yuan2018counting,
author = {Yuan, Xingdi and Côté, Marc-Alexandre and Sordoni, Alessandro and Laroche, Romain and Tachet des Combes, Remi and Hausknecht, Matthew and Trischler, Adam},
title = {Counting to Explore and Generalize in Text-based Games},
booktitle = {ICML 2018},
year = {2018},
month = {June},
abstract = {We propose a recurrent RL agent with an episodic exploration mechanism that helps discovering good policies in text-based game environments. We show promising results on a set of generated text-based games of varying difficulty where the goal is to collect a coin located at the end of a chain of rooms. In contrast to previous text-based RL approaches, we observe that our agent learns policies that generalize to unseen games of greater difficulty.},
url = {http://approjects.co.za/?big=en-us/research/publication/counting-to-explore-and-generalize-in-text-based-games/},
pages = {1-12},
edition = {ICML 2018},
}