Authors

Amartya Sanyal

Publications 2

Preprint Open access

Why Forget-Only Unlearning Needs Memorization

Machine unlearning asks for a deletion algorithm whose output is close to retraining from scratch without the selected forget examples. In this work, we study forget-only unlearning, where the deletion algorithm receives only the trained model and the examples to forget, with no retained data or extra training informat …

Preprint Open access

Private online learning and prediction for Littlestone classes

Amartya Sanyal · 2026

We study mistake bounds for differentially private online learning and online prediction under oblivious realisable adversaries. Online learning requires the learner to release a hypothesis at each time step whereas in online prediction, the learner only needs to make predictions without releasing a hypothesis. Using a …

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