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Zhejiang University
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Over 80% of real-world LLM applications leak sensitive prompts, but a new defense, AREA, not only mitigates this risk but also boosts usability by over 33%.
Malicious LoRA plugins can hijack public sentiment and spread harmful content, achieving nearly 100% success rates without detection.