3 papers
cs.LG2026
Predicting New Research Directions in Materials Science using Large Language Models and Concept Graphs
Thomas Marwitz, Alexander Colsmann, Ben Breitung +10
Due to an exponential increase in published research articles, it is impossible for individual scientists to read all publications, even within their own research field. In this wo…
physics.comp-ph2025
Towards a fully differentiable digital twin for solar cells
Marie Louise Schubert, Houssam Metni, Jan David Fischbach +18
Maximizing energy yield (EY) - the total electric energy generated by a solar cell within a year at a specific location - is crucial in photovoltaics (PV), especially for emerging…
cs.LG2025
A self-driving lab for solution-processed electrochromic thin films
Selma Dahms, Luca Torresi, Shahbaz Tareq Bandesha +5
Solution-processed electrochromic materials offer high potential for energy-efficient smart windows and displays. Their performance varies with material choice and processing condi…