Sarah Seifi

GENFACTS-GENERATIVE COUNTERFACTUAL EXPLANATIONS FOR MULTI-VARIATE TIME SERIES

Counterfactual explanations aim to enhance model transparency by showing how inputs can be minimally altered to change predictions. For multivariate time series, existing methods often generate counterfactuals that are invalid, implausible, or unintuitive. We introduce GenFacts, a generative framewo…