Towards Artificial Intelligent Olfactory Systems. - Gina Zeh; Maximilian Koehne; Andreas Grasskamp; Helen Haug; Satnam Singh; Tilman Sauerwald (ISOEN, 2022)

OWSum: algorithmic odor prediction and insight into structure-odor relationships. - Doris Schicker; Satnam Singh; Jessica Freiherr; Andreas Grasskamp (J. Cheminformatics, 2023)

Classification of substances by health hazard using deep neural networks and molecular electron densities. - Satnam Singh; Gina Zeh; Jessica Freiherr; Thilo Bauer; Isik Türkmen; Andreas Grasskamp (J. Cheminformatics, 2024)