Vishwesh Sangarya

RESQUE: Quantifying Estimator to Task and Distribution Shift for Sustainable Model Reusability

As a strategy for sustainability of deep learning, reusing an existing model by retraining it rather than training a new model from scratch is critical. In this paper, we propose REpresentation Shift QUantifying Estimator (RESQUE), a predictive quantifier to estimate the retraining cost of a model t…