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Jiayu Zhou

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#artificial intelligence Preprint Sep 2026

LEGIT: Credentialing Protocol for Trustworthy AI Agent Marketplaces

Agentic marketplaces are emerging where AI agents with varying capabilities autonomously complete specialized tasks for buyers. A major challenge of such marketplaces is that buyers cannot easily determine which agent will perform best on their tasks. Reported benchmark scores may be difficult to verify or compare acro...

Steve Drew, Jia-Yu Zhou · 0 citations
Preprint Aug 2026

FL-MAESTRO: Multi-Agent LLM Orchestration for Resource-Constrained Federated Learning

FL-MAESTRO is proposed, a multi-agent orchestrator that makes the joint runtime FL decision directly through three specialist LLM agents, one per decision dimension, and matches the accuracy of the strongest energy-aware baseline while cutting wasted round energy from over a third to near zero.

Jia-Jun Wu, Zi-Rui Wang, Jia-Yu Zhou et al. · 0 citations

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