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

collaborators

50 papers

cond-mat.mtrl-sci2026

Electronic-Entropy-Driven Phase Transitions in Compressed Iron Oxides

S. Azadi, S. M. Vinko, C. Crepisson +3

Electronic entropy is usually treated as a secondary correction to structural stability, but under strong electronic excitation it can become a primary thermodynamic driving force.…

physics.plasm-ph2026

Informing spectral models for dense plasmas with K-edge absorption measurements of warm dense copper

T. Cordova, E. V. Marley, D. A. Chin +14

Warm dense matter remains a challenging regime to characterize experimentally and to model with predictive accuracy. Recent experimental platforms have been developed to generate,…

physics.chem-ph2026

Overfitting by design: neural network density functionals for water

Karim K. Alaa El-Din, Antonius v. Strachwitz, Ana Coutinho Dutra +1

In density functional theory, simpler exchange-correlation (XC) approximations such as the local density approximation (LDA) are favored for computational speed but rely on limited…

quant-ph2026

Expander attention as exchange-correlation

Karim K. Alaa El-Din, Antonius v. Strachwitz, Sam M. Vinko

Kohn-Sham density functional theory (DFT) is the workhorse of quantum chemistry, offering an attractive balance between accuracy and computational cost. Although exact in principle…

cond-mat.mtrl-sci2026

From Entropy to Compression: Competing Thermodynamic Drivers of Structural Transitions in Transition Metals

S. Azadi, S. M. Vinko, A. Principi +2

Solid-solid phase transitions in metals are traditionally driven by changes in density or external pressure. Here we show that, under strong electronic excitation, structural stabi…

cond-mat.mtrl-sci2026

Volume Collapse Without a Structural Transition in Shock-Compressed FeO

C. Crépisson, T. Stevens, M. Fitzgerald +121

We report x-ray diffraction and emission spectroscopy of FeO under laser-driven shock compression between 31-199 GPa. FeO retains the B1 (rocksalt) structure along the Hugoniot to…

physics.plasm-ph2026

Resolution-Independent Machine Learning Heat Flux Closure for ICF Plasmas

M. Luo, A. R. Bell, F. Miniati +2

Accurate modeling of heat flux in inertial confinement fusion plasmas requires closures that remain predictive far from local equilibrium and across disparate spatial and temporal…

physics.plasm-ph2026

Statistical theory of electronic degrees of freedom in wave packet molecular dynamics

Daniel Plummer, Pontus Svensson, Wiktor Jasniak +3

We derive statistical distributions for the degrees of freedom in wave packet molecular dynamics models. Specifically, a theory is developed for the width distributions of Gaussian…

cond-mat.mtrl-sci2026★ 1 cited

Electronic-Entropy-Driven Solid-Solid Phase Transitions in Elemental Metals

S. Azadi, S. M. Vinko, A. Principi +2

We compute the thermodynamic phase diagram of seventeen elemental metals with hexagonal close-packed (hcp), face-centered cubic (fcc), and body-centered cubic (bcc) crystal structu…

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…

physics.app-ph2024

Methods for energy dispersive x-ray spectroscopy with photon-counting and deconvolution techniques

Alessandro Forte, Thomas Gawne, Oliver S. Humphries +3

Spectroscopic techniques are essential for studying material properties, but the small cross-sections of some methods may result in low signal-to-noise ratios (SNRs) in the collect…

physics.plasm-ph2024

Modelling of warm dense hydrogen via explicit real time electron dynamics: Electron transport properties

Pontus Svensson, Patrick Hollebon, Daniel Plummer +2

We extract electron transport properties from atomistic simulations of a two-component plasma, by mapping the long-wavelength behaviour to a two-fluid model. The mapping procedure…

physics.plasm-ph2024★ 9 cited

Ionisation Calculations using Classical Molecular Dynamics

Daniel Plummer, Pontus Svensson, Dirk O. Gericke +3

By performing an ensemble of molecular dynamics simulations, the model-dependent ionisation state is computed for strongly interacting systems self-consistently. This is accomplish…

cond-mat.mtrl-sci2024★ 13 cited

Shock-driven amorphization and melt in FeO

Céline Crépisson, Alexis Amouretti, Marion Harmand +28

We present measurements on FeO amorphization and melt under laser-driven shock compression up to 209(10) GPa via time-resolved in situ x-ray diffraction. At 122(3) GPa, a d…

physics.plasm-ph2024

A molecular dynamics framework coupled with smoothed particle hydrodynamics for quantum plasma simulations

Thomas Campbell, Pontus Svensson, Brett Larder +3

We present a novel scheme for modelling quantum plasmas in the warm dense matter (WDM) regime via a hybrid smoothed particle hydrodynamic - molecular dynamic treatment, here referr…

physics.plasm-ph2024★ 9 cited

Modelling of warm dense hydrogen via explicit real time electron dynamics: Dynamic structure factors

Pontus Svensson, Yusuf Aziz, Tobias Dornheim +5

We present two methods for computing the dynamic structure factor for warm dense hydrogen without invoking either the Born-Oppenheimer approximation or the Chihara decomposition, b…

physics.plasm-ph2024★ 3 cited

Exploring relaxation dynamics in warm dense plasmas by tailoring non-thermal electron distributions with a free electron laser

Yuanfeng Shi, Shenyuan Ren, Hyun-kyung Chung +2

Knowing the characteristic relaxation time of free electrons in a dense plasma is crucial to our understanding of plasma equilibration and transport. However, experimental investig…

cond-mat.str-el2024★ 11 cited

Quantum Monte Carlo study of the phase diagram of the two-dimensional uniform electron liquid

Sam Azadi, N. D. Drummond, S. M. Vinko

We present a study of spin-unpolarized and spin-polarized two-dimensional uniform electron liquids using variational and diffusion quantum Monte Carlo (VMC and DMC) methods with Sl…