Our review paper Deep Learning Quantum Monte Carlo for Solids is now alive!

Deep learning has revolutionized ab initio calculations, and this review dives into how neural networks are pushing the boundaries of electronic structure simulations for solids and other periodic systems. Starting from the basic theories, we explore recent methodological advancements, various applications (energy, polarization, stress), and future outlooks.

Click the link below to read more!

#deep-learning #quantum #quantum-monte-carlo #physics
Deep Learning Quantum Monte Carlo for Solids

#DMRG vs. #QMC. Problem is, I think QMC has many meanings!

#DensityMatrixRenormalizationGroup #QuantumMonteCarlo #NGram #statistics

Oggi insieme a Sebastiano Pilati e Marco G. Tarallo presento una ricerca con metodi quantum Monte Carlo sul ruolo delle interazioni intraspecie in gas di Fermi ultrafreddi.

Today my collaborators Sebastiano Pilati and Marco G. Tarallo and I are finally submitting our quantum Monte Carlo investigation of the role of intra-species interactions in many-body Fermi gases. Time for some deserved vacation... https://arxiv.org/abs/2212.09150

#ultracoldgases #atomicclocks #quantummontecarlo #pwave #newPaper

Quantum Monte Carlo study of the role of p-wave interactions in ultracold repulsive Fermi gases

Single-component ultracold atomic Fermi gases are usually described using noninteracting many-fermion models. However, recent experiments reached a regime where $p$-wave interactions among identical fermionic atoms are important. In this paper, we employ variational and fixed-node diffusion Monte Carlo simulations to investigate the ground-state properties of single-component Fermi gases with short-range repulsive interactions. We determine the zero-temperature equation of state, and elucidate the roles played by the $p$-wave scattering volume and the $p$-wave effective range. A comparison against recently derived second-order perturbative results shows good agreement in a broad range of interaction strength. We also compute the quasiparticle effective mass, and we confirm the perturbative prediction of a linear contribution in the $p$-wave scattering volume, while we find significant deviations from the beyond-mean-field perturbative result, already for moderate interaction strengths. Finally, we determine ground-state energies for two-component unpolarized Fermi gases with both interspecies and intraspecies hard-sphere interactions, finding remarkable agreement with a recently derived fourth-order expansion that includes $p$-wave contributions.

arXiv.org