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cs.LG2025
Counterfactual Explanation for Multivariate Time Series Forecasting with Exogenous Variables
Keita Kinjo
Currently, machine learning is widely used across various domains, including time series data analysis. However, some machine learning models function as black boxes, making interp…
cs.LG2025
Robust Counterfactual Explanations under Model Multiplicity Using Multi-Objective Optimization
Keita Kinjo
In recent years, explainability in machine learning has gained importance. In this context, counterfactual explanation (CE), which is an explanation method that uses examples, has…