cs.AI, cs.LG

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

arXiv:2605.09663v1 Announce Type: cross
Abstract: Machine learning classifiers in dynamic environments face concept drift — changes in the data-generating process that degrade performance. Conventional evaluation via static test sets or noise perturb…