AI safety

Analysing the Safety Pitfalls of Steering Vectors
Activation steering has emerged as a powerful tool to shape LLM behavior without the need for weight updates. While its inherent …
Yuxiao Li, Alina Fastowski, Efstratios Zaradoukas, Bardh Prenkaj, Gjergji Kasneci
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Injecting Falsehoods: Adversarial Man-in-the-Middle Attacks Undermining Factual Recall in LLMs
LLMs are now an integral part of information retrieval. As such, their role as question answering chatbots raises significant concerns …
Alina Fastowski, Bardh Prenkaj, Yuxiao Li, Gjergji Kasneci
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Is My Data Safe? Predicting Instance-Level Membership Inference Success for White-box and Black-box Attacks
Tobias Leemann, Bardh Prenkaj, Gjergji Kasneci
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