3 papers
cs.SI2026
Statistical Feature Augmentation for Anomaly Detection in Dynamic Graphs
Philipp Schlinge, Jean-Luc Schnipper, Martin Atzmueller
Dynamic networks are being applied in many domains, from social media to logistics systems, each with their own set of special characteristics. A model employed on this type of dat…
cs.CV2025
ProtoMask: Segmentation-Guided Prototype Learning
Steffen Meinert, Philipp Schlinge, Nils Strodthoff +1
XAI gained considerable importance in recent years. Methods based on prototypical case-based reasoning have shown a promising improvement in explainability. However, these methods…
cs.LG2025
Comprehensive Evaluation of Prototype Neural Networks
Philipp Schlinge, Steffen Meinert, Martin Atzmueller
Prototype models are an important method for explainable artificial intelligence (XAI) and interpretable machine learning. In this paper, we perform an in-depth analysis of a set o…