Information-Theoretic Privacy Control for Sequential Multi-Agent LLM Systems

Status: Under review, 2026

This paper develops an information-theoretic framework for analyzing and controlling representation leakage in sequential multi-agent LLM systems. It characterizes safety–utility–privacy trade-offs and evaluates leakage behavior under adaptive adversarial conditions.

Recommended citation: Asif, S., & Mohammadi Amiri, M. (2026). "Information-Theoretic Privacy Control for Sequential Multi-Agent LLM Systems." Under review.
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