#data-erasure News & Analysis

2 articles tagged with #data-erasure. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 86/10

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Towards Efficient and Exact Forgetting Services in Pre-Trained-Model-based Continual Learning

Researchers propose Analytic Continual Unlearning (ACU), a gradient-free method enabling efficient removal of specific knowledge from pre-trained models during continuous learning phases while preserving privacy. The approach uses closed-form solutions to handle sequential forgetting requests, addressing gaps in existing unlearning techniques that struggle with privacy violations and adversarial request patterns.

AINeutralarXiv – CS AI · Apr 156/10

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Operationalising the Right to be Forgotten in LLMs: A Lightweight Sequential Unlearning Framework for Privacy-Aligned Deployment in Politically Sensitive Environments

Researchers introduce a sequential unlearning framework that enables Large Language Models to forget sensitive data while maintaining performance, addressing GDPR compliance and the Right to be Forgotten in politically sensitive deployments. The method stabilizes general capabilities through positive fine-tuning before selectively suppressing designated patterns, demonstrating effectiveness on the SemEval-2025 benchmark with minimal accuracy degradation.