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20232026
most citedAI-driven materials design: a mini-review

8 citations · 14 across the 14 of their papers we have counts for

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8 papers · 1 filter

cond-mat.mtrl-sci2025

Reinforcement learning-guided optimization of critical current in high-temperature superconductors

Mouyang Cheng, Qiwei Wan, Bowen Yu +3

High-temperature superconductors are essential for next-generation energy and quantum technologies, yet their performance is often limited by the critical current density (),…

cond-mat.mtrl-sci2025

Enhancing Materials Discovery with Valence Constrained Design in Generative Modeling

Mouyang Cheng, Weiliang Luo, Hao Tang +6

Diffusion-based deep generative models have emerged as powerful tools for inverse materials design. Yet, many existing approaches overlook essential chemical constraints such as ox…

cond-mat.mtrl-sci2025

Tuning chiral anomaly signature in a Dirac semimetal via fast-ion implantation

Manasi Mandal, Eunbi Rha, Abhijatmedhi Chotrattanapituk +13

CdAs is a prototypical Dirac semimetal that hosts a chiral anomaly and thereby functions as a platform to test high-energy physics hypotheses and to realize energy efficien…

cond-mat.mtrl-sci2025★ 1 cited

Spatiotemporal Mapping of Anisotropic Thermal Transport in GaN Thin Films via Ultrafast X-ray Diffraction

Thanh Nguyen, Chuliang Fu, Mouyang Cheng +17

Efficient thermal management is essential for the reliability of modern power electronics, where increasing device density leads to severe heat dissipation challenges. However, in…

cond-mat.mtrl-sci2025

A Foundation Model for Non-Destructive Defect Identification from Vibrational Spectra

Mouyang Cheng, Chu-Liang Fu, Bowen Yu +5

Defects are ubiquitous in solids and strongly influence materials' mechanical and functional properties. However, non-destructive characterization and quantification of defects, es…

cond-mat.mtrl-sci2025

Raman Fingerprints of Phase Transitions and Ferroic Couplings in Van der Waals Material CuCrPS

Jing Tang, Benjamin J Lawrie, Mouyang Cheng +9

CuCrPS (CCPS), a type-II multiferroic material, exhibits unique phase transitions involving ferroelectric, antiferroelectric, and antiferromagnetic ordering. In this study,…

cond-mat.mtrl-sci2025

AI-Driven Defect Engineering for Advanced Thermoelectric Materials

Chu-Liang Fu, Mouyang Cheng, Nguyen Tuan Hung +7

Thermoelectric materials offer a promising pathway to directly convert waste heat to electricity. However, achieving high performance remains challenging due to intrinsic trade-off…

cond-mat.mtrl-sci2025★ 8 cited

AI-driven materials design: a mini-review

Mouyang Cheng, Chu-Liang Fu, Ryotaro Okabe +4

Materials design is an important component of modern science and technology, yet traditional approaches rely heavily on trial-and-error and can be inefficient. Computational techni…