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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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Xiaojun Li

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#diffusion models Open access Sep 2026

Conditional Diffusion-Based inversion of operational parameters for shield attitude adjustment

To mitigate catastrophic safety risks caused by shield attitude deviation in complex soft-soil tunneling, an intelligent operational parameter inversion framework termed physics-aware conditional diffusion for tunneling (PACD-T) is developed. Departing from conventional deterministic forward-mapping models, this study...

Zeyu Dai, Yi Rui, Jianbin Li et al. · 0 citations

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