Author

Sadat Shahriar

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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

#natural language process... Preprint Aug 2026

Relational Priors as Convergence Pressure in LLM-Based Multi-Agent Systems

It is argued that relational priors should not be a default add-on for LLM-MAS and their safer use is diagnostic and task-specific: compare against a no-prior baseline, monitor correctness-conditioned metrics when truth matters, and omit the relational layer when validation does not justify it.

Ming Shen, Chao Shang, Sadat Shahriar et al. · 0 citations