Ana F. Sequeira

When Does Task-Aware Imputation Matter? An Analysis of Robustness Under Train-Test Mismatch

Results reveal that reconstruction error constitutes a poor proxy for predictive utility and that task-aware imputation becomes critical in scenarios where classical methods fail to recover complete-data performance, achieving win rates of up to 80% in challenging train-test mismatch scenarios.