most citedShapBPT: Image Feature Attributions Using Data-Aware Binary Partition Trees

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cs.LG2026

A differentiability framework for zigzag persistent homology via linear interpolation

Enrico Maria Ferrari, Clemens Bannwart, Matteo Biagetti

Persistent homology can be differentiated and incorporated into learning pipelines, but no analogous framework exists for zigzag persistence, which is needed when the underlying to…

cs.LG2024★ 1 cited

Can I trust my anomaly detection system? A case study based on explainable AI

Muhammad Rashid, Elvio Amparore, Enrico Ferrari +1

Generative models based on variational autoencoders are a popular technique for detecting anomalies in images in a semi-supervised context. A common approach employs the anomaly sc…