Eunseo Lee

Delta-XAI: A Unified Framework for Explaining Prediction Changes in Online Time Series Monitoring

Explaining online time series monitoring models is crucial across sensitive domains such as healthcare and finance, where temporal and contextual prediction dynamics underpin critical decisions. While recent XAI methods have improved the explainability of time series models, they mostly analyze each…