Internal safety scores judge a prompt before any text is generated, and they are validated by how well they separate harmful prompts from benign ones, so Active Attention Probing is introduced, which supplies a fixed content independent measurement coordinate.
Ming-Yu Luo, Ming Deng, Zilang Qiu et al.· 0 citations
These findings characterize the potential of single-engine diversity to detect wrong-result failures and select correct results, together with the execution costs and reference-validity constraints that shape its practical use.
Ze-Lin Wang, Ping Chen, Jin Wei et al.· Security and Safety· 0 citations
ActProbe, an internal-state-based framework for detecting and localizing poisoned segments in multi-source LLM inputs, is proposed and remains effective against defense-aware adaptive attacks and can protect black-box APIs through surrogate-based poisoned-segment removal.
Xue Tan, Chang-Hui Wang, Sanrui Yang et al.· 0 citations
ToSS (Token Oriented Repartitioning and Strategic Selection), a reliable authentication method using adaptive dual watermarking that divides vocabulary tokens into black and white sublists, enabling precise bit-level embedding of traceability information.
Zhongli Fang, Yi-Ran Chen, Ling-Yun Zhang et al.· 0 citations
AcMAS is proposed, an activation-based framework for malicious-behavior detection in MAS that significantly outperforms graph-based baselines against stealthy attacks, with generalization across diverse open-source LLM backbones, attack intensity, and MAS scale.
Haowen Xu, Xue Tan, Lei Ma et al.· arXiv.org· 0 citations
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