Real AI advances require collaboration

Abstract

Standardized tasks and data sets have enabled machine learning experts to contribute to chemistry. However, current practices tend to reward incremental improvements in benchmark performance that do not necessarily translate into meaningful advances. We propose a framework for collaboration between artificial intelligence and domain experts to genuinely accelerate discovery.