Paul Gavrikov's doctoral research, supervised by Prof. Dr. Janis Keuper (Hochschule Offenburg), Associate Professor at the University of Mannheim, focused on "Generalization in Vision Models: From Filter Weight to Perception Biases". He very successfully defended his dissertation at the University of Mannheim on July 9th. Second and third reviewers were Prof. Dr. Seong Joon Oh (University of Tübingen) and Prof. Dr. Rainer Gemulla (University of Mannheim).