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Xiang-Lin Liu

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#large language models Review Open access Sep 2026

Machine learning for high-entropy catalysts: methods and applications

This review systematically summarizes the latest methodological advances and applications of ML methods for HEAs in catalysis, discusses the challenges, and offers insights into future research directions to support the rational design and efficient development of catalysts.

Hao Chen, Zong-Rui Pei, Xiang-Lin Liu · 0 citations
Jul 2026

Ascend to Science: Exploration of AI Chips for Scientific Computing

These studies show that AI-native NPUs can achieve numerical robustness, competitive performance, and satisfactory scalability when numerical formulation, execution placement, and data movement are addressed in a coordinated manner.

Weicheng Xue, Kai Yang, Yongxiang Liu et al. · 0 citations

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