Causal Parametric Drift Simulation: A Digital Twin Framework for Classifier Robustness Evaluation

Julien Lafrance, Richard Khoury, Véronique Tremblay

Machine learning classifiers in dynamic environments face concept drift -- changes in the data-generating process that degrade performance. Conventional evaluation via static test…