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Sep 2026
Ensuring strict tail-latency service-level objectives (SLOs) in dynamic mobile edge computing (MEC) systems remains challenging because user mobility, wireless fading, bursty workloads, and partial observability jointly undermine reliable cloud-edge orchestration. Existing microservice migration methods predominantly o...
Xin-Jin Li, Si-Ru Tao, Shi-Han Yin et al.
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It is demonstrated that residual-authority replay arises in practice and substantially increases the success of prompt-injection and context-rebinding attacks, exposing a fundamental mismatch between persistent authorization and the contextual nature of user consent in long-lived LLM agents.
Zhi-Hao Zhang, Chao Wang, Rujia Li et al.
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Jul 2026
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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