ISL

Implementation of ISL (Information seeking learner) with Python3+TensorFLow.

This is an implementation of the ISL algorithm introduced in: "ISL: Optimal Policy Learning With Optimal Exploration-Exploitation Trade-Off" (Cassano et al., 2019)

Getting started.

1. Install bsuite (https://github.com/deepmind/bsuite) with its corresponding dependencies.
2. Paste the ISL folder inside of the bsuite/baselines directory.
3. You can now run an ISL agent like any other baseline provided by bsuite.

Citing.

If you use ISL in your work, please cite the accompanying paper:

@article{isl,
        title={{ISL}: Optimal Policy Learning With Optimal Exploration-Exploitation Trade-Off},
	author={Cassano, Lucas and Sayed, Ali H},
  	journal={arXiv preprint arXiv:1909.06293},
  	year={2019}
}