metadata
license: mit
task_categories:
- reinforcement-learning
Dark Key-Door
This repository contains the Dark Key-Door datasets as used in "Retrieval-augmented Decision Transformer: External Memory for In-context RL":
- Datasets for 3 grid-sizes: 10x10, 20x20, 40x20.
- Every split contains 100
.npz
files, corresponing to 100 start-goal position combinations. - Each file contains 100K transitions.
- Filenames have the format
START_KEY_DOOR.npz
. E.g., for[0,0]_[0,5]_[0,7].npz
,[0.0]
is the start position, the key is located at[0,5]
, and the door is found at[0,7]
.
Download the dataset using:
huggingface-cli download ml-jku/dark_keydoor --local-dir=./dark_keydoor --repo-type dataset
For dataloading we refer to our Github repository: https://github.com/ml-jku/RA-DT
Citation:
@article{schmied2024retrieval,
title={Retrieval-Augmented Decision Transformer: External Memory for In-context RL},
author={Schmied, Thomas and Paischer, Fabian and Patil, Vihang and Hofmarcher, Markus and Pascanu, Razvan and Hochreiter, Sepp},
journal={arXiv preprint arXiv:2410.07071},
year={2024}
}