Statistical learning on randomized data to verify quantum state approximate k -designs

Physical Review Research American Physical Society (APS) 8:2 (2026) 023354

Authors:

Kaustav Mukherjee, Sarah Chehade, Lorenzo Versini, Karim K Alaa El-Din, Florian Mintert, Rick Mukherjee

Abstract:

Random ensembles of pure states have proven to be extremely important in various aspects of quantum physics such as benchmarking the performance of quantum circuits, testing for quantum advantage, studying many-body thermalization, and the black hole information paradox. Although generating a truly random quantum ensemble is experimentally challenging, approximate realizations are equally valuable and are known to emerge naturally in a variety of physical models, including Rydberg setups. These are referred to as approximate quantum state designs, and verifying their degree of randomness can be a measurement-intensive task, similar to performing full quantum state tomography on many-body systems. In this theoretical work, we present a measurement scheme and analysis techniques to validate the degree of randomness of a quantum ensemble generated by a simulated experimental setup. This is achieved by translating the information residing in the complex many-body state into a succinct representation of classical data using projective measurements in randomly chosen bases, which is then processed using methods of statistical inference such as maximum-likelihood estimation and neural networks, benchmarked against the predictions of shadow tomography. Our scheme only requires individually addressed single-qubit operations to be performed in order to be employed, making it applicable for a range of physical platforms.

Latent thermal instability

(2026)

Authors:

Prakriti Pal Choudhury, Archie FA Bott

Photon accelerator in magnetized electron鈥搃on plasma

New Journal of Physics IOP Publishing 28:6 (2026) 064302

Authors:

SV Bulanov, SS Bulanov, TZ Esirkepov, G Gregori, GM Grittani, M Lama膷, BK Russell, AGR Thomas, P Valenta

Abstract:

Strong magnetic fields and plasmas are intrinsically linked in both terrestrial laboratory experiments and in space phenomena. One of the most profound consequences of that is the change in relationship between the frequency and the wave number of electromagnetic waves propagating in plasma in the presence of such magnetic fields when compared to the case without these fields. Furthermore, magnetic fields alter electromagnetic wave interaction with relativistic plasma waves, resulting in different outcomes for particle and radiation generation. For a relativistic plasma wave-based photon acceleration this leads to an increased frequency gain and, thus, potentially to higher efficiency. The influence of a magnetic field leads to quantitative and qualitative change in the properties of photon acceleration, amplifying the increase in the electromagnetic wave frequency.

Electron-ion equilibration in superheated gold

Nature Communications (2026)

Authors:

Travis D Griffin, Dirk O Gericke, Daniel Haden, Hae Ja Lee, Eric Galtier, Eric Cunningham, Dimitri Khaghani, Michael Larsen, Lennart Wollenweber, Ben Armentrout, Carson Convery, Karen Appel, Gilliss Dyer, Luke B Fletcher, Sebastian G枚de, JB Hastings, Jeremy Iratcabal, Emma E McBride, Jacob Molina, Giulio Monaco, Landon Morrison, Hunter Stramel, Sameen Yunus, Ulf Zastrau, Siegfried H Glenzer, Gianluca Gregori, Bob Nagler, Thomas G White

Abstract:

Electron-ion equilibration dynamics in samples driven into superheated states with multi-eV electron temperatures represent a fundamental process in nonequilibrium physics. A clear picture of the evolving ion temperature is essential for understanding the strength of the electron-ion coupling. However, direct, model-independent measurements of the ion temperature in laser-irradiated samples have remained experimentally elusive. Using inelastic X-ray scattering with meV-resolution in gold samples, the ion response to ultrafast heating by the hot electrons can be resolved, quantifying the electron-ion equilibration dynamics. We report measurements revealing a strongly enhanced energy transfer rate compared to that in weakly excited gold. Moreover, we obtain a quasi-constant electron-ion coupling at the highly elevated electron temperatures. These results place new constraints on electron-ion energy transfer in warm dense matter and establish a path toward quantitative benchmarking of models for nonequilibrium dynamics.

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

Physical Review Letters American Physical Society (APS) 136:24 (2026) 245102

Authors:

Dmitrii S Bespalov, Ulf Zastrau, Zhandos A Moldabekov, Thomas Gawne, Tobias Dornheim, Moyassar Meshhal, Alexis Amouretti, Michal Andrzejewski, Karen Appel, Carsten Baehtz, Erik Brambrink, Khachiwan Buakor, Carolina Camarda, David Chin, Gilbert Collins, C茅line Cr茅pisson, Adrien Descamps, Jon Eggert, Luke B Fletcher, Alessandro Forte, Gianluca Gregori, Marion Harmand, Oliver S Humphries, Hauke H枚ppner, Jonas Kuhlke, William Lynn, Julian L眉tgert, Masruri Masruri, Emma E McBride, Ryan Stewart McWilliams, Alan Augusto Sanjuan Mora, Jean-Paul Naedler, Paul Neumayer, Charlotte Palmer, Alexander Pelka, Lea Pennacchioni, Calum Prestwood, Natalia A Pukhareva, Chongbing Qu, Divyanshu Ranjan, Ronald Redmer, Michael R枚per, Christoph Sahle, Samuel Schumacher, Jan-Patrick Schwinkendorf, Melanie J Sieber, Madison Singleton, Ethan Smith, Christian Sternemann, Thomas Stevens

Abstract:

The robust diagnosis of conditions generated in warm dense matter experiments remains a persistent challenge. Here, we describe the measurement of shock-compressed aluminium at 50聽GPa with angle-resolved femtosecond x-ray Thomson scattering (XRTS) over a wide range of scattering wave vectors at the European X-Ray Free-Electron Laser. The measured plasmon dispersion and line shape show that the standard approach for analyzing XRTS spectra, using uniform-electron-gas models, systematically overestimates the resonance energy by up to 8聽eV. We present an approach using methods that agrees within the experimental uncertainty and demonstrates how accounting for shock-induced disorder in shock-compressed systems is critical for their understanding, providing evidence that treatments are required for reliable XRTS inference in warm dense aluminium.