2 papers
stat.ML2025
Neural-ANOVA: Analytical Model Decomposition using Automatic Integration
Steffen Limmer, Steffen Udluft, Clemens Otte
The analysis of variance (ANOVA) decomposition offers a systematic method to understand the interaction effects that contribute to a specific decision output. In this paper we intr…
cs.CV2024
Data-driven Verification of DNNs for Object Recognition
Clemens Otte, Yinchong Yang, Danny Benlin Oswan
The paper proposes a new testing approach for Deep Neural Networks (DNN) using gradient-free optimization to find perturbation chains that successfully falsify the tested DNN, goin…