2 papers
cs.LG2025
System-Aware Unlearning Algorithms: Use Lesser, Forget Faster
Linda Lu, Ayush Sekhari, Karthik Sridharan
Machine unlearning addresses the problem of updating a machine learning model/system trained on a dataset so that the influence of a set of deletion requests on…
cs.LG2025
Active Learning via Regression Beyond Realizability
Atul Ganju, Shashaank Aiyer, Ved Sriraman +1
We present a new active learning framework for multiclass classification based on surrogate risk minimization that operates beyond the standard realizability assumption. Existing s…