Skip to content
Log in
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

Ting Liu

h-index 10 View on Semantic Scholar

We have 2 of 23 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Nov 2026

Predictive Safety Guardrails Do Not Always Make LLM Agents Safer

Large language model agents increasingly take consequential actions in digital and physical environments, where safety risks may emerge only after multiple interaction steps. This has motivated world-model-driven predictive safety guardrails, which anticipate future consequences before execution. However, existing eval...

Weixiang Zhao, Zhi-Hao Liu, Guan-Cheng Li et al. · 0 citations
#natural language process... Preprint Oct 2026

Self-Evolving Agents Can Repair Failures but Struggle to Generalize from Them

Cold-Start Failure-Only Evolution reveals that current self-evolving agents are better at repairing observed failures than building generalizable capabilities from failure, and suggests that current self-evolving agents are better at repairing observed failures than building generalizable capabilities from failure.

Weixiang Zhao, Yi-Chen Zhang, Yan-Yan Zhao et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.