BioForm-LM: Generative Design of Biologics Formulations via In-Context Learning and Physics-Informed Decoding
BioForm-LM is a novel generative system that combines mechanistic simulation, in-context few-shot learning, and physics-informed decoding to automatically design de novo biologics formulations, significantly outperforming traditional ranking methods and random sampling on real-world benchmarks.