This repository contains the codebase and links to the colab notebooks that we used for the project Empirical Evaluation of Reinforcement and Imitation Learning Algorithms in the MineRL Dataset:
| Architecture | Task | Colab or Codebase |
|---|---|---|
| DQfD | MineRLTreechop-v0 | https://colab.research.google.com/drive/1AvGNQCDJvjzELTkEBFY0lH3Ry9wD8w_p?usp=sharing OR this repo under the dqfd folder |
| DQfD | MineRLNavigateDense-v0 | https://colab.research.google.com/drive/1sUsPTbh_c17uNvzc5aMRcrt39ATadzZj?usp=sharing OR this repo under the dqfd folder |
| IQ-Learn | MineRLTreechop-v0 | This repository, under the iql folder |
| IQ-Learn | MineRLNavigateDense-v0 | This repository, under the iql folder |
| BC | MineRLTreechop-v0 | https://colab.research.google.com/drive/1jkdSfO99f339_lHlWaFkeYsXvKzYjSfO?usp=sharing OR this repo under the bc folder |
| BC | MineRLNavigateDense-v0 | https://colab.research.google.com/drive/1K9GIpZkydqZdp-ycW4xE-w68txv5nBDl?usp=sharing OR this repo under the bc folder |
| GAIL (attempted) | MineRLTreechop-v0 | https://colab.research.google.com/drive/1QwY1bWtemOAuGfAHruH85ylRrT4-VNns?usp=sharing |
MineRL version: 0.4.4