This paper from people behind BoTorch suggests LogEI acquisition function that can be used as a stand-in replacement for EI, with the performance being equal or better: https://arxiv.org/abs/2310.20708
I feel this is ready to be implemented straight into the main Emukit library.
This paper from people behind BoTorch suggests LogEI acquisition function that can be used as a stand-in replacement for EI, with the performance being equal or better: https://arxiv.org/abs/2310.20708
I feel this is ready to be implemented straight into the main Emukit library.