Author

Tanqiu Jiang

2 papers indexed here

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Preprint Oct 2026

PerMIT: Securing Persistent Memory for LLM Agents via Machine-Checked Integrity Theorems and Scalable Community Trust

Persistent memory is a largely undefended surface for injection and poisoning, and the same risk limits memory sharing among agents. We present PerMIT, a memory architecture with provable integrity guarantees under an explicit trust assumption: only user-typed inputs and values confirmed at a gate are trusted. PerMIT m...

Tan-Qiu Jiang, Min Bai, Sadat Shahriar et al. · 1 citation · ⚡1

#artificial intelligence May 2026

MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory

To the best knowledge, ShadowMem represents the first framework to detect and mitigate long-horizon threats using an agentic memory approach, establishing a new paradigm for this critical challenge and opening promising directions for future research.

Yuhui Wang, Tanqiu Jiang, Jiacheng Liang et al. · arXiv.org · 7 citations · ⚡2