1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.LG2025★ 1 cited
Saliency Maps are Ambiguous: Analysis of Logical Relations on First and Second Order Attributions
Leonid Schwenke, Martin Atzmueller
Recent work uncovered potential flaws in \eg attribution or heatmap based saliency methods. A typical flaw is a confirmations bias, where the scores are compared to human expectati…
cs.LG2024
Saliency Methods are Encoders: Analysing Logical Relations Towards Interpretation
Leonid Schwenke, Martin Atzmueller
With their increase in performance, neural network architectures also become more complex, necessitating explainability. Therefore, many new and improved methods are currently emer…
cs.LG2023
Extracting Interpretable Local and Global Representations from Attention on Time Series
Leonid Schwenke, Martin Atzmueller
This paper targets two transformer attention based interpretability methods working with local abstraction and global representation, in the context of time series data. We disting…