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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

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Fan Zhang

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Open access Aug 2026

Equal Budgets Change the Verdict: Finite-Sample Bias and a Matched-Budget Re-Examination of Diversity-Enhanced flowMC Ensembles

Normalizing-flow Markov chain Monte Carlo (MCMC), such as flowMC, augments local moves with a learned global flow proposal; a natural reliability idea is to pool samples from several such samplers. On 6 targets in 20 and 50 dimensions, a 5-member diverse flowMC ensemble appeared to reduce the average marginal Jensen–Sh...

Ming-Yu Shi, Fan Zhang · 0 citations

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