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cs.MA2026
Information-Theoretic Privacy Control for Sequential Multi-Agent LLM Systems
Sadia Asif, Mohammad Mohammadi Amiri
Sequential multi-agent large language model (LLM) systems are increasingly deployed in sensitive domains such as healthcare, finance, and enterprise decision-making, where multiple…
cs.MA2026
Generative AI Agents for Controllable and Protected Content Creation
Haris Khan, Sadia Asif
The proliferation of generative AI has transformed creative workflows, yet current systems face critical challenges in controllability and content protection. We propose a novel mu…