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Aayat Rafiq

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#machine learning Preprint Oct 2026

UnAct: Gradient-Free Unlearning via Targeted Activation Intervention

Machine unlearning seeks to remove the influence of designated training data from a trained model without retraining from scratch. Retrain-free methods such as Selective Synaptic Dampening (SSD) and its label-free variant LFSSD avoid full retraining but still require backpropagation and parameter importance computed ov...

Saeed Abdul Muizz, Aayat Rafiq, Iqra Altaf Gillani et al. · 0 citations