EXP: sciplex_hparam
This experiment is run to determine suitable optimisation hparams for the adversary when fine-tuning on the sciplex dataset. These hparams are meant to be shared when evaluating transfer performace for different drug embedding models.
Similar to lincs_rdkit_hparam, we subset to the grover_base, jtvae, and rdkit embedding to be considerate wrt to compute resources.
Setup: Importantly, we sweep over a split that set some drugs as ood. In this setting the original CPA model is not applicable anymore. The drugs were chose according to the results from the original sciplex publication, cf. Fig.S6 in the supplements of the publication.