Single-agent Transfer RL

This repository contains the source code of Single-agent Transfer RL baselines and benchmarks.

Contents

1. Baselines
2. Benchmarks
3. Setup
4. Usage
5. Acknowledgements

Baselines

We have covered the implementation of these following transfer RL methods, which are common used baselines presented in recent papers.

Same-domain transfe:

• PTF - IJCAI‘2020
• CAPS - AAMAS’2019

Cross-domain transfer:

• MIKT - UAI’2020
• Cycle-consistency - ICLR'2021
• CAT - In progress

Benchmarks (TODO)

We run transfer RL algorithms in the benchmarks: Gridworld, Pinball, and MuJoCo. Please follow the results below.

// some introduction to Gridworld.

// some introduction to Pinball.

// some introduction to Mujoco.

Setup (TODO)

• Clone the repository:
• Install dependencies:

Usage (TODO)

Citation (TODO)

If you found this code/work to be useful in your own research, please considering citing the following:

@article{,
  title={},
  author={},
  journal={},
  year={}
}

Acknowledgement