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cs.SD2025
HarmonicAttack: An Adaptive Cross-Domain Audio Watermark Removal
Kexin Li, Xiao Hu, Ilya Grishchenko +1
The availability of high-quality, AI-generated audio raises security challenges such as misinformation campaigns and voice-cloning fraud. A key defense against the misuse of AI-gen…
cs.CL2025
MARAGE: Transferable Multi-Model Adversarial Attack for Retrieval-Augmented Generation Data Extraction
Xiao Hu, Eric Liu, Weizhou Wang +2
Retrieval-Augmented Generation (RAG) offers a solution to mitigate hallucinations in Large Language Models (LLMs) by grounding their outputs to knowledge retrieved from external so…