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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Hai Jiang

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Open access Aug 2026

PMCBO: A Distributed Multi-Task Collaborative Bayesian Optimization Algorithm via Expert Beliefs over Networks

This work rigorously proves that the cumulative regret bound of PMCBO can achieve sub-linearly with high probability, where the acquisition functions employ expected improvement (EI) and upper-confidence bound (UCB) based on a Gaussian process surrogate.

Youming Ge, Hai Jiang, Zhi-Hang Ji · 0 citations
Preprint Aug 2026

A Two-Tier Perspective on Inference-Time Parallelism in Multi-Agent LLM Systems

TIPEX is proposed, a controllable execution framework that unifies these two levels of parallelism and coordinates their roles within the inference process under a unified execution semantics while supporting systematic combinations and analyses of different parallel strategies and parameter configurations.

Zihan Xu, Haolin Tian, Hai Jiang · 0 citations

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