Author

Xiao-Kun Luan

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Review Aug 2026

ClawSentry: A Progressive Multi-Tier Security Monitor for Safeguarding Autonomous LLM Agents

This work argues that agentic risk is progressive: it can enter at four loci of the agent control loop--skill admission, invocation-time intent, execution-time effect, and post-action consequence--while a denied dangerous objective can reappear across surface forms, tools, or turns.

Kai Wang, Zeming Wei, Biaojie Zeng et al. · 0 citations

Preprint Jul 2026

Privacy-Preserving Robustness Verification for Neural Networks

The SecureCROWN framework is built upon secure two-party computation (2PC), and enables a model owner and a data owner to jointly compute certified robustness bounds -- revealing only the final result while provably protecting both parties' private data under the semi-honest security model.

Nianyun Song, Xiaokun Luan, Yu Guo et al. · 1 citation