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cs.LG2026
SurvCF(t): Counterfactual Explanations for Survival Analysis in Predictive Maintenance Multivariate Time Series Data
Zara Karazian, Panagiotis Papapetrou, Sindri Magnússon +2
Predictive maintenance relies on accurate Remaining Useful Life estimation, often formulated using survival analysis over multivariate time-series data. While modern deep survival…
cs.LG2025
CRITS: Convolutional Rectifier for Interpretable Time Series Classification
Alejandro Kuratomi, Zed Lee, Guilherme Dinis Chaliane Junior +2
Several interpretability methods for convolutional network-based classifiers exist. Most of these methods focus on extracting saliency maps for a given sample, providing a local ex…