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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jinlan Wang

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Sep 2026

Neural-Network-Based Molecular Dynamics Unravel Generic Multitransition States in CVD Growth of Planar Honeycomb 2D Lattices

A chemistry-aware active-learning distillation framework to construct computationally efficient, high-fidelity machine-learning force fields (MLFFs) with near quantum-chemical accuracy and reveals a universal, nonclassical nucleation pathway governed by a generic multitransition states (MTSs) mechanism.

Shuaihua Lu, Zhu-Qin Zhang, Jian Jiang et al. · 0 citations
Jul 2026

Mechanism-Guided Catalyst Discovery for Methane C-H Activation via Structure-Aware Multisource Transfer Learning.

A mechanism-driven approach to alleviate data dependence and develop a multisource transfer learning (MS-TL) framework that leverages the knowledge embedded in abundant adsorption data sets while accurately capturing local structural dependence, enabling a deep fusion of multidimensional thermodynamic knowledge while p...

Wangqiang Lin, Huiyan Zhang, Jinxin Sun et al. · 0 citations

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