Alexander Mitsos

Embedding thermodynamic relations directly into model architectures achieves 12 orders of magnitude tighter physical consistency than loss penalties without any loss in predictive accuracy.

Forget instance optimizers: GRXForm generalizes molecular optimization to unseen scaffolds by normalizing rewards relative to the starting structure, achieving state-of-the-art results without expensive per-molecule restarts.