Interference-aware Deep Q-learning

This is the code for the paper Catastrophic Interference in Reinforcement Learning: A Solution Based on Context Division and Knowledge Distillation by Tiantian Zhang, Xueqian Wang, Bin Liang, and Bo Yuan (TNNLS 2022).

Setup

Start a virtualenv with these commands:

virtualenv -p python3 .
source ./bin/activate

Then install necessary packages:

pip install -r requirements.txt

Citation

If you find this code useful, please reference in your paper:

@article{zhang2022catastrophic,
  title={Catastrophic interference in reinforcement learning: A solution based on context division and knowledge distillation},
  author={Zhang, Tiantian and Wang, Xueqian and Liang, Bin and Yuan, Bo},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  year={2022},
  publisher={IEEE}
}