Predict Before You Deploy: Offline Prediction of Quantization-Induced Task Degradation for World Action Models
PreDE (Predict Before You Deploy), a policy-calibrated framework for predicting quantization-induced task degradation from offline action deviations, supports policy-specific behavioral calibration for quantization configuration selection while identifying candidates that require closed-loop evaluation.