activity
20092026
most citedLearning the exchange-correlation functional from nature with fully differentiable density functional theory

102 citations · 466 across the 48 of their papers we have counts for

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Showing 2025Show all

7 papers · 1 filter

cond-mat.mtrl-sci2025

Structural evolution of iron oxides melts at Earth's outer-core pressures

Céline Crépisson, Mila Fitzgerald, Domenic Peake +32

Oxygen and other light elements comprise up to 5 wt% of the Earth's outer-core, and may significantly influence its physical properties and the operation of the geodynamo. Here we…

physics.plasm-ph2025★ 1 cited

Modeling partially-ionized dense plasma using wavepacket molecular dynamics

Daniel Plummer, Pontus Svensson, Wiktor Jasniak +3

We develop a wave packet molecular dynamics framework for modeling the structural properties of partially-ionized dense plasmas, based on a chemical model that explicitly includes…

physics.plasm-ph2025

Time-Embedded Convolutional Neural Networks for Modeling Plasma Heat Transport

Mufei Luo, Charles Heaton, Yizhen Wang +5

We introduce a time-embedded convolutional neural network (TCNN) for modeling spatiotemporal heat transport in plasmas, particularly under strongly nonlocal conditions. In our earl…

physics.plasm-ph2025★ 2 cited

A Momentum-Resolved X-ray Thomson Scattering Benchmark of Electronic-Response Models in Warm Dense Aluminium

Dmitrii S. Bespalov, Ulf Zastrau, Zhandos A. Moldabekov +58

The robust diagnosis of conditions generated in warm dense matter (WDM) experiments remains a persistent challenge. Here we describe the measurement of shock-compressed aluminium a…

physics.plasm-ph2025

Learning Heat Transport Kernels Using a Nonlocal Heat Transport Theory-Informed Neural Network

Mufei Luo, Charles Heaton, Yizhen Wang +5

We present a data-driven framework for the modeling of nonlocal heat transport in plasmas using a nonlocal theory informed neural network trained on kinetic Particle-in-Cell simula…

cond-mat.mtrl-sci2025★ 2 cited

Electronic Temperature-Driven Phase Stability and Structural Evolution of Iron at High Pressure

S. Azadi, S. M. Vinko

We present Gibbs free-energy phase diagrams for compressed iron within a pressure range of 20 to 300 GPa and electronic temperature up to 3 eV obtained using finite-temperature den…

physics.plasm-ph2025

Roadmap for warm dense matter physics

Jan Vorberger, Frank Graziani, David Riley +71

This roadmap presents the state-of-the-art, current challenges and near future developments anticipated in the thriving field of warm dense matter physics. Originating from strongl…