High-dimensional Black-box optimization algorithms (demonstrated on quantum optimal control for a transmon qubit).

Python implementation of AdamSPSA and AdamRSGF algorithms based on the following paper:

@article{leng2019robust,
  title={Robust and efficient algorithms for high-dimensional black-box quantum optimization},
  author={Leng, Zhaoqi and Mundada, Pranav and Ghadimi, Saeed and Houck, Andrew},
  journal={arXiv preprint arXiv:1910.03591},
  year={2019}
}

Experimental optimization loss landscape.

Benchmarking optimization algorithms.