Results show that apparent attack winners depend on text-quality constraints, attack generality, and capability assumptions, and that apparent attack winners depend on text-quality constraints, attack generality, and capability assumptions.
Kai-Rong Li, Zhi-Kun Zhang, Xiao-Nan Ren et al.· 0 citations
Retrieval-augmented generation (RAG) systems enhance large language models (LLMs) with external knowledge but have been demonstrated to be vulnerable to corpus poisoning. Existing poisoning attacks against RAG largely focus on single-point explicit injection, where the malicious payload is fully encapsulated within a s...
Jia-Chang Zhang, Min Chen, Xiao-Nan Ren et al.· 0 citations
Continual learning (CL) is a key paradigm that enables intelligent agents to operate autonomously in edge networks over the long term. However, continuous model updates can lead to catastrophic forgetting and representation instability in edge deployment scenarios, which may further induce Decision Boundary Drift (DBD)...
Kaixiang Yang, Yue-Bin Xu, Zhi-Hao Li et al.· IEEE Transactions on Network...· 0 citations
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