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physics.chem-ph2026
Understanding the Density Maximum of Water with Machine Learned Potentials
Yizhi Song, Renxi Liu, Chunyi Zhang +5
After melting, at ambient pressure, the density of water continues to increase with temperature until it reaches a maximum around 4 °C. For nearly a century, this phenomenon has b…
physics.chem-ph2025
A Deep Learning Framework for the Electronic Structure of Water: Towards a Universal Model
Xinyuan Liang, Renxi Liu, Mohan Chen
Accurately modeling the electronic structure of water across scales, from individual molecules to bulk liquid, remains a grand challenge. Traditional computational methods face a c…