Before revision:  The results on these examples indicate that our method is capable of finding policies that rely only on low-dimensional memory representations and actively reduce memory requirements.
After revision:  The results on these examples indicate that our method is capable of finding policies that rely only on low-dimensional memory representations , improving generalization, and actively reducing memory requirements.