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Muhammad Zaigham Zaheer National University of Computer

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Preprint Aug 2026

Cross-Domain Generalization in Machine Unlearning via Label-Conditioned Energy Magnitude Regularization

This paper studies what happens to the rest of the model when a class is forgotten, using a label-conditioned energy-based model (EBM) that assigns per-class energies, making the effect directly observable.

Syed Ali Ahmed, Syed Bilal Ahsan, Muhammad Zaigham Zaheer National University of Computer et al. · 0 citations