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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Ankit Shah

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#natural language process... Jun 2026

PreUnlearn: Auditing Collateral Knowledge Damage Before Large Language Model Unlearning

How unlearning effects propagate from the forget set to same-domain and distant-domain knowledge not after but before unlearning is measured to find a consistent decay pattern: collateral damage is strongest near the forget set, weakens with semantic distance, but does not disappear at domain boundaries.

Bo Su, Ankit Shah, Thai Le · 3 citations · ⚡1

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