activity
20232026
most citedLearning phases with Quantum Monte Carlo simulation cell

3 citations · 12 across the 10 of their papers we have counts for

collaborators

13 papers

cs.LG2026

Do Quantum Models Scale Like LLMs?

David S. Berman, Ying-Jer Kao, Roger G. Melko +1

In this work, we study the neural scaling laws of RydbergGPT, an autoregressive transformer model trained on qubit projective measurement data gathered from interacting Rydberg ato…

quant-ph2026

Quantum Imaginary Time Evolution on an Infinite 1D Chain

Hao-Ti Hung, Tung Tsao, Ying-Jer Kao

We introduce a quantum-circuit algorithm for performing imaginary-time evolution on infinite one-dimensional lattice systems. The method uses a parameterized quantum circuit to rep…

quant-ph2025

Improved Ising Meson Spectroscopy Simulation on a Noisy Digital Quantum Device

Hao-Ti Hung, Isabel Nha Minh Le, Johannes Knolle +1

The transverse-field Ising model serves as a paradigm for studying confinement and excitation spectra, particularly the emergence of symmetry near criticality. However, exper…

cs.LG2025

CMT-Benchmark: A Benchmark for Condensed Matter Theory Built by Expert Researchers

Haining Pan, James V. Roggeveen, Erez Berg +16

Large language models (LLMs) have shown remarkable progress in coding and math problem-solving, but evaluation on advanced research-level problems in hard sciences remains scarce.…

hep-lat2025★ 1 cited

Lattice investigation of custodial two-Higgs-doublet model at weak quartic couplings

Guilherme Catumba, Atsuki Hiraguchi, Wei-Shu Hou +5

The gauged custodial two-Higgs-doublet model, which shares the same global-symmetry properties with the standard model, is studied non-perturbatively on the lattice. The…

cond-mat.str-el2025★ 3 cited

Learning phases with Quantum Monte Carlo simulation cell

Amrita Ghosh, Mugdha Sarkar, Ying-Jer Kao +1

We propose the use of the ``spin-opstring", derived from Stochastic Series Expansion Quantum Monte Carlo (QMC) simulations as machine learning (ML) input data. It offers a compact,…

hep-lat2024

Progress in lattice simulations for two Higgs doublet models

Guilherme Catumba, Atsuki Hiraguchi, George W. -S Hou +5

The custodial Two-Higgs-Doublet-Model with SU(2) gauge fields is studied on the lattice. This model has the same global symmetry structure as the Standard Model but the additional…

hep-lat2024

Lattice study of SU(2) gauge theory coupled to four adjoint Higgs fields

Guilherme Catumba, Atsuki Hiraguchi, Wei-Shu Hou +5

Gauge theories with matter fields in various representations play an important role in different branches of physics. Recently, it was proposed that several aspects of the interest…

hep-lat2024★ 3 cited

Dynamical quantum phase transition and thermal equilibrium in the lattice Thirring model

Mari Carmen Bañuls, Krzysztof Cichy, Hao-Ti Hung +3

Using tensor network methods, we simulate the real-time evolution of the lattice Thirring model quenched out of equilibrium in both the critical and massive phases and study the ap…

cond-mat.str-el2024★ 3 cited

Direct Visualization of a Disorder Driven Electronic Smectic Phase in Nonsymmorphic Square-Net Semimetal GdSbTe

Balaji Venkatesan, Syu-You Guan, Jen-Te Chang +14

Electronic liquid crystal (ELC) phases are spontaneous symmetry breaking states believed to arise from strong electron correlation in quantum materials such as cuprates and iron pn…

cs.MS2024★ 2 cited

The Cytnx Library for Tensor Networks

Kai-Hsin Wu, Chang-Teng Lin, Ke Hsu +5

We introduce a tensor network library designed for classical and quantum physics simulations called Cytnx (pronounced as sci-tens). This library provides almost an identical interf…

hep-lat2023

Study of 3-dimensional SU(2) gauge theory with adjoint Higgs as a model for cuprate superconductors

Guilherme Catumba, Atsuki Hiraguchi, George W. -S. Hou +5

We study a 3-dimensional SU(2) gauge theory with 4 Higgs fields which transform under the adjoint representation of the gauge group, that has been recently proposed by Sachdev et a…

hep-lat2023

Lattice investigation of the general Two Higgs Doublet Model with gauge fields

Guilherme Catumba, Atsuki Hiraguchi, George W. -S Hou +5

We study the most general Two Higgs Doublet Model with gauge fields on the lattice. The phase space is probed through the computation of gauge-invariant global observables…