Sparse Models, Sparse Safety: Unsafe Routes in Mixture-of-Experts LLMs
Yukun Jiang · Hai Huang · Mingjie Li · Yage Zhang · Michael Backes · Yang Zhang
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Yukun Jiang · Hai Huang · Mingjie Li · Yage Zhang · Michael Backes · Yang Zhang
Yage Zhang · Yukun Jiang · Michael Backes · Yang Zhang
Anomaly detection (AD) plays a critical role in applications such as automated industrial inspection and medical image analysis. Empowered by the strong pre-trained vision-language model, CLIP, recent years have witnessed the emergence of several CLIP-based few-shot AD methods.Due to the overlap...
Yukun Jiang · Xinyue Shen · Michael Backes · Zheng Li · Yang Zhang
Large language models (LLMs) are powerful at question-answering but prone to hallucinations due to limited domain-specific or up-to-date knowledge. Retrieval augmented generation (RAG) mitigates this by adding an external retriever and knowledge database, yet RAG remains vulnerable to targeted at...
Yage Zhang · Yukun Jiang · Zeyuan Chen · Michael Backes · Xinyue Shen · Yang Zhang
Yage Zhang · Xinyue Shen · Yukun Jiang · Michael Backes · Yang Zhang