Search Results for author: Simon Witzke

Found 3 papers, 1 papers with code

Sparse Explanations of Neural Networks Using Pruned Layer-Wise Relevance Propagation

no code implementations22 Apr 2024 Paulo Yanez Sarmiento, Simon Witzke, Nadja Klein, Bernhard Y. Renard

Our approach enforces sparsity directly by pruning the relevance propagation for the different layers.

Identifying Drivers of Predictive Aleatoric Uncertainty

no code implementations12 Dec 2023 Pascal Iversen, Simon Witzke, Katharina Baum, Bernhard Y. Renard

Overall, we explain uncertainty estimates with little modifications to the model architecture and demonstrate that our approach competes effectively with more intricate methods.

Uncertainty Quantification

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