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Open access
Aug 2026
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.
· ACM Computing Surveys · 3 citations
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Multi-Teacher Self-Distillation Policy Optimization is introduced, an on-policy distillation method that unifies several frozen teachers into one student model and lifts the weakest domain of Qwen3-8B by 14.79 points and narrows its domain gap by 74.7%, a better balance than serving one matched teacher per domain.
Xi-Xiang He, Xing-Ming Li, Bai-Qi Wu et al.
· 4 citations
· ⚡1
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