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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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Ming-Fang Zhan

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Review Open access Sep 2026

From reference-genome prediction to causal generalization: sequence-to-function models for plant regulatory genomics

This Mini Review summarizes seq2func modelling in plant regulatory genomics, discusses plant-specific challenges and the complementary value of observational and perturbation assays, and proposes evaluation frameworks based on biologically meaningful distribution shifts.

Ming-Fang Zhan, Rui-Gang Wu · 0 citations

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