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https://github.com/epistasislab/safe

The SAFE Algorithm: Solution and Fitness Evolution
https://github.com/epistasislab/safe

automation coevoluton evolutionary-algorithms python

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The SAFE Algorithm: Solution and Fitness Evolution

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# The SAFE Algorithm: Solution and Fitness Evolution

* `maze`: The code accompanying the paper: [M. Sipper, J. H. Moore, and R. J. Urbanowicz, "Solution and fitness evolution (SAFE): Coevolving solutions and their objective functions", in _Genetic Programming - 22nd European Conference_, EuroGP 2019, L. Sekanina et al. Eds, 2019](https://drive.google.com/file/d/1kdQQlH11jPNx0goYIjEc9CH3vK8osBK_/view).

* `multiobj`: The code accompanying the paper: [M. Sipper, J. H. Moore, and R. J. Urbanowicz, "Solution and Fitness Evolution (SAFE): A Study of Multiobjective Problems", in _Proceedings of 2019 IEEE Congress On Evolutionary Computation_, 2019](https://drive.google.com/file/d/1afEBiYmqdp2IsTbeZUJICfRabQM_7nlN/view).

Also: [M. Sipper, J. H. Moore, and R. J. Urbanowicz, New pathways in coevolutionary computation, Genetic Programming Theory and Practice XVII (GPTP 2019), Springer Nature Switzerland AG, 2020](https://drive.google.com/file/d/1dkTRJyTUS3fQF0ibertHoM8wscJVgGXS/view?usp=sharing).

If you wish to cite this work:
```
@misc{sipper2018know,
title={To know the objective is not (necessarily) to know the objective function},
author={Sipper, Moshe and Urbanowicz, Ryan J and Moore, Jason H},
journal={BioData mining},
volume={11},
number={1},
pages={1--3},
year={2018},
publisher={BioMed Central}
}

@inproceedings{sipper2019solution,
title={Solution and fitness evolution (SAFE): Coevolving solutions and their objective functions},
author={Sipper, Moshe and Moore, Jason H and Urbanowicz, Ryan J},
booktitle={European Conference on Genetic Programming},
pages={146--161},
year={2019},
organization={Springer}
}

@inproceedings{sipper2019solution,
title={Solution and fitness evolution (SAFE): A study of multiobjective problems},
author={Sipper, Moshe and Moore, Jason H and Urbanowicz, Ryan J},
booktitle={2019 IEEE Congress on Evolutionary Computation (CEC)},
pages={1868--1874},
year={2019},
organization={IEEE}
}

@article{sipper2020new,
title={New Pathways in Coevolutionary Computation},
author={Sipper, Moshe and Moore, Jason H and Urbanowicz, Ryan J},
journal={Genetic Programming Theory and Practice XVII},
pages={295},
year={2020},
publisher={Springer Nature}
}
```