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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

Zian Chen

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Jul 2026

DynStabNet: A Deep Learning Framework for Fast Dynamical Stability Prediction of Crystal Structures.

DynStabNet is designed as a fast surrogate model to accelerate the prescreening of candidate structures prior to subsequent MLIP- or DFT-based phonon validation, and achieves an accuracy of 97% while reducing the evaluation time per structure from several hours to approximately 1 ms.

Haichao Li, Zian Chen, Tao He et al. · 0 citations

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