Author

Xianglin Liu

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#large language models Review Sep 2026

Machine Learning for High-Entropy Catalysts: Methods and Applications

High-entropy alloys (HEAs) exhibit exceptional catalytic performance in various reactions due to their high configurational entropy, synergistic elemental effects, tunable electronic structures, and excellent structural stability. However, the vast compositional space of HEA catalysts makes traditional experimental and...

Hao Chen, Zongrui Pei, Xiang-Lin Liu · Journal of Materials Science · 0 citations

Jul 2026

Ascend to Science: Exploration of AI Chips for Scientific Computing

The rapid rise of AI-oriented accelerators has reshaped compute systems around low-precision tensor engines, raising a practical question for the HPC community: under what conditions can such hardware support scientific workloads that demand numerical robustness, irregular memory access, and scalability? Using the Asce...

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