Jannik P. Roth
Papers
2025
December
Unraveling learning characteristics of transformer models for molecular design
2024
December
Protocol to calculate and compare exact Shapley values for different kernels in support vector machine models using binary features
August
Machine learning models with distinct Shapley value explanations decouple feature attribution and interpretation for chemical compound predictions
March
Relationship between prediction accuracy and uncertainty in compound potency prediction using deep neural networks and control models
2020
October
Chemical Reactivity of Supported ZnO Clusters: Undercoordinated Zinc and Oxygen Atoms as Active Sites
August
Influence of Strain on Acid–Basic Properties of Oxide Surfaces
May
Precursor chemistry of h-BN: adsorption, desorption, and decomposition of borazine on Pt(110)