The EMERGENCES project aims to advance the state-of-the-art in emerging physics-based models by collaboratively exploring various computational models using the properties of different physical devices. The project will focus on bio-inspired event-driven models, physics-inspired models and innovative physics-based machine learning solutions. Emergences also intends to extend collaborative research activities beyond the consortium’s perimeter, in conjunction with other PEPR projects and beyond other laboratories.