Project A12

This project aims to advance the understanding of ultrafast electron dynamics in Dirac materials, where established theoretical methods struggle due to the presence of strong correlations. We will develop novel numerical methods, particularly based on neural quantum states, to investigate relaxation pathways in photoexcited graphene and complex many-electron dynamics on subcycle timescales under terahertz pulses. The expected insights are relevant for various experiments conducted within the CRC and we envision to establish this project as a machine learning (ML) knowledge hub to support further ML-based research within the consortium.