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cond-mat.mtrl-sci2026

When Is Molecular-Dynamics-Predicted Ionic Conductivity Reliable in Solid Electrolytes?

Yiwei You, Shaofei Chen, Zhifeng Wu +4

Molecular dynamics is widely used to predict ionic conductivity in solid electrolytes, but the reliability of these predictions is often difficult to assess. Our analysis identifie…

cond-mat.mtrl-sci2026

Solid and Quasi-Solid Electrolytes for Zinc Batteries: Balancing Water Activity, Ion Transport, and Interfaces

Souvik Naskar, Jiaqian Qin, Eric Jianfeng Cheng

Zinc batteries offer a compelling route to safe and low-cost energy storage, yet their reliance on aqueous electrolytes promotes hydrogen evolution, corrosion, cathode dissolution,…

cond-mat.mtrl-sci2026

Why Ammoniated Lithium Borohydrides Liquefy and Resolidify?

Qian Wang, Zixin Xu, Ryuhei Sato +7

Ammonia (NH) absorption drives LiBHNH through a re-entrant ``solid--liquid--solid'' transition: LiBHNH is a well-defined solid ammoniate, compositio…

cond-mat.mtrl-sci2026

Breaking Bottlenecks in Solid Electrolyte Discovery with Large Artificial Intelligence Models

Eric Jianfeng Cheng, Min Hong, Zhiquan Zeng +22

Solid electrolytes (SEs) are central to next-generation metal batteries, yet their discovery remains constrained by fragmented data, limited transferability of simulations, and slo…

cond-mat.mtrl-sci2026

Building a physics-aware AI ecosystem for solid-state hydrogen storage materials

Seong-Hoon Jang, Yiwen Yao, Chuanyu Liu +66

Hydrogen storage remains a central bottleneck for scalable hydrogen energy systems due to the multiscale and coupled nature of the thermodynamics, kinetics, and microstructural evo…