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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Shoulin Ji

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Review Open access Aug 2026

A Comparative Survey of Security Risks in AI Systems: From LLMs to AI Agents and Embodied Agents

This work presents a unified comparison of large language models, AI agents, and embodied agents, introducing a taxonomy of risks spanning data, models, systems, content, and applications, alongside a catalog of 24 specific threats.

Bai-Qi Wu, Qing-Ming Li, Chun-Yi Zhou et al. · 3 citations
2026

PREFed: An Effective and Stealthy Static-Anchor Backdoor Attack via Trigger Pre-Optimization in Federated Learning

Existing Federated Learning (FL) backdoor attacks commonly employ round-wise proximity strategies, dynamically adapting malicious updates to mimic benign ones in order to evade detection. However, such adaptive mechanisms often introduce instability, increase computational overhead, and create temporal patterns that ma...

Xi Chen, Rui Zeng, Chun-Yi Zhou et al. · 0 citations
2026

SymSyz: Improving Hybrid Kernel Fuzzing With Environment Synchronization and Optimized Symbolic Execution

Hybrid kernel fuzzing combines kernel fuzzing and symbolic execution: symbolic execution resolves hard-to-reach branch conditions, while kernel fuzzing mitigates path explosion. This collaboration has shown strong potential for uncovering deep kernel vulnerabilities. However, existing approaches have not fully accounte...

Lu Xu, Baosheng Wang, Bo Yu et al. · 0 citations

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