landscape_sketch_and_step

Supplementary material for the paper

"Landscape-Sketch-Step: An AI/ML-Based Metaheuristic for Surrogate Optimization Problems", by R. Monteiro K. Sau (2023).

A preprint is available on Arxiv.

@misc{monteiro2023landscapesketchstep,
      title={Landscape-Sketch-Step: An AI/ML-Based Metaheuristic for Surrogate Optimization Problems}, 
      author={Rafael Monteiro and Kartik Sau},
      year={2023},
      eprint={2309.07936},
      archivePrefix={arXiv},
      primaryClass={cs.LG}}

Comments:

All the data is available in the file LSS_data.zip.
The main module and all the available in the folder LIBS.
The script query.py plays the role of a connector. It only exists due to the code architecture, initially designed to connect the LSS implementation with Molecular Dynamics solvers.
The main script is toy_problem_mlp_with_argument.py. All the examples given in the paper are run through that piece of code.