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News/CAPTURE: Disentangling Preference Drift from Memory Poisoning in Personalized LLM Agents
arxiv
PublishedSeptember 3, 2026 at 4:00 AM
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CAPTURE: Disentangling Preference Drift from Memory Poisoning in Personalized LLM Agents

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arXiv:2609.02265v1 Announce Type: new Abstract: Personalized language agents use persistent memory to adapt to users over time, but the same mechanism creates an attack surface. When new information conflicts with stored preferences, an agent must distinguish genuine preference drift from temporary

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