Hep-Lat, short for High Energy Physics – Lattice, explores the fundamental forces of nature by simulating particle interactions on a digital grid. Instead of relying solely on abstract equations, researchers in this field use powerful computers to model how quarks and gluons bind together, offering deep insights into the structure of matter that are often impossible to derive analytically.

Gist.Science ensures these complex discoveries from arXiv remain accessible to everyone. We process every new preprint in this category as it is posted, providing both plain-language explanations for the curious and detailed technical summaries for experts. This dual approach bridges the gap between cutting-edge simulation work and broader scientific understanding.

Below are the latest papers in High Energy Physics – Lattice, curated directly from arXiv and ready for you to explore.

Estimation of the reduced density matrix and entanglement entropies using autoregressive networks

This paper demonstrates that autoregressive neural networks can efficiently estimate reduced density matrices and calculate the continuum limit of bipartite entanglement entropies for quantum spin chains by leveraging their correspondence with classical two-dimensional systems, requiring only a single training session for a fixed discretization and volume.

Piotr Białas, Piotr Korcyl, Tomasz Stebel, Dawid Zapolski2026-05-19⚛️ hep-lat

False Vacuum Decay across the Quantum-to-Thermal Crossover: A Comparison of Real-Time Observables

This paper introduces a real-time Wigner-functional lattice framework with a connected-cluster survival criterion to accurately characterize false-vacuum decay rates across the quantum-to-thermal crossover, revealing that global-survival methods can underestimate rates at high temperatures due to multi-seed dynamics while transient effects contaminate fraction observables at low temperatures.

Haiyang Wang, Renhui Qin, Ligong Bian2026-05-19⚛️ hep-lat

Two-nucleon systems at mπ292m_{\pi}\approx292 MeV from lattice QCD

Using lattice QCD with Nf=2+1N_f=2+1 ensembles at a pion mass of approximately 292 MeV, this study determines finite-volume energies of two-nucleon systems in the 3S1^3S_1 and 1S0^1S_0 channels and extracts scattering amplitudes via Lüscher's method and the Non-Perturbative Hamiltonian framework, revealing that both the deuteron and di-neutron channels exhibit virtual state poles with binding energies of 63+56^{+5}_{-3} MeV and 115+611^{+6}_{-5} MeV, respectively.

Kuan Zhang, Kang Yu, Yiqi Geng, Chuan Liu, Liuming Liu, Peng Sun, Jia-Jun Wu, Ruilin Zhu2026-05-19⚛️ hep-lat

Deforming the Trail: Baseline Quantum Circuitry for SU(2)k\text{SU(2)}_k Lattice Gauge Theory

This paper proposes a quantum circuit strategy for simulating SU(2)k\text{SU(2)}_k lattice gauge theory by employing quantum group deformation to restore unitarity and reduce the resource scaling for two-qudit gates from O(d8)O(d^8) to O(d5)O(d^5), demonstrating that q-deformation remains a reliable truncation method with significant advantages for quantum circuit synthesis.

Zoë Webb-Mack, Natalie Klco2026-05-15⚛️ hep-lat