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Si-Zhe Tang

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Preprint Oct 2026

MELD: Recursive Self-Improvement via Hierarchical Coordination for Multi-Agent Scientific Discovery

Multi-agent scientific discovery with large language models raises a coupled learning problem: research assignments determine both which experiments are pursued and the experiences from which agents adapt. We introduce MELD, a unified hierarchical test-time training framework that jointly adapts a team-level Coordinato...

Si-Zhe Tang, Zu-Yuan Zhang, Ze-Yu Fang et al. · 0 citations

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