Pith. Sign in

RECORD

A stabilizing kernel for complex Langevin simulations of real-time gauge theories

High Energy Physics - Lattice · Submitted 14 Oct 2022

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim Applying it to SU(2) Yang-Mills theory in 3+1 dimensions, we obtain unprecedentedly stable results that may allow us to calculate real-time observables from first principles.

how it is stated · hedged possibility 0.70 read the record →

Comment (0) Read on arXiv ↗
Cite ▾
arXiv ID2210.08020 (version 1)
Pith IDVJGPSFVJ, Pith's permanent record of this paper and its review
CitationDavid I. M\"uller, Kirill Boguslavski, Paul Hotzy. "A stabilizing kernel for complex Langevin simulations of real-time gauge theories." arXiv:2210.08020 (2022). https://pith.science/paper/VJGPSFVJ
Claim paper

The compiled record

The paper's own sentences, arranged. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. Numbers in the tables are the authors', checked by code. No sentence in this record was written by a model.

Open the compiled record

Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 4,300 input tokens.

What the abstract itself states, as probabilities: claims first 0.21 · states limitation 0.20 · human participants 0.01 · controlled comparison 0.06 · randomized assignment 0.01 · states quantitative result 0.06 · compares with prior results 0.82 · mentions code or data availability 0.02.

The abstract, sentence by sentence

arXiv listing abstract v1. Results and the main claim are underlined; .

The complex Langevin (CL) method is a promising approach to overcome the sign problem, which emerges in real-time formulations of quantum field theories. Over the past decade, stabilization techniques for CL have been developed with important applications in finite density QCD. However, they are insufficient for SU($N_c$) gauge theories on a Schwinger-Keldysh time contour that is required for a real-time formulation. In these proceedings we revise the discretization of the real-time CL equations and introduce a novel anisotropic kernel that enables CL simulations on discretized time contours. Applying it to SU(2) Yang-Mills theory in 3+1 dimensions, we obtain unprecedentedly stable results that may allow us to calculate real-time observables from first principles.

background contribution method result interpretation main claim

What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 The complex Langevin (CL) method is a promising approach to overcome the sign problem, which emerges in real-time formulations of quantum field theories. background 1.00 0.05 0.03 asserted 0.70
s1 Over the past decade, stabilization techniques for CL have been developed with important applications in finite density QCD. background 1.00 0.05 0.02 asserted 1.00
s2 However, they are insufficient for SU($N_c$) gauge theories on a Schwinger-Keldysh time contour that is required for a real-time formulation. gap 0.97 0.11 0.05 asserted 1.00
s3 In these proceedings we revise the discretization of the real-time CL equations and introduce a novel anisotropic kernel that enables CL simulations on discretized time contours. contribution 0.96 0.95 0.18 asserted 1.00
s4 Applying it to SU(2) Yang-Mills theory in 3+1 dimensions, we obtain unprecedentedly stable results that may allow us to calculate real-time observables from first principles. result 0.94 0.96 0.82 hedged possibility 0.70

What kind of paper the classifier reports this is: method or tool 0.99 · evidence from simulation or computation 1.00.

What was examined, and what was not

sources read
  • arXiv listing abstract v1
not examined
  • full text
  • figures and tables
  • references and citing sentences
  • relations to other papers
levels run
  • P abstract
not run
  • S sections
  • T body sentences
  • C citations
  • R cross-paper relations

Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

The complex Langevin (CL) method is a promising approach to overcome the sign problem, which emerges in real-time formulations of quantum field theories. Over the past decade, stabilization techniques for CL have been developed with important applications in finite density QCD. However, they are insufficient for SU($N_c$) gauge theories on a Schwinger-Keldysh time contour that is required for a real-time formulation. In these proceedings we revise the discretization of the real-time CL equations and introduce a novel anisotropic kernel that enables CL simulations on discretized time contours. Applying it to SU(2) Yang-Mills theory in 3+1 dimensions, we obtain unprecedentedly stable results that may allow us to calculate real-time observables from first principles.

Human review
How the literature uses it

1 arXiv paper cite this in 1 sentence

Each citing sentence is taken from the citing paper's LaTeX source and typed by Pith's classifier. A label appears at probability 0.8 or more (0.95 for support), a contest at 0.7 or more; the quoted words are the citing authors'. How each label was checked · JSON

What it cites · 11 sentences without a confident label

Uses the method or tool of 5 papers
  • Gauge cooling (GC) We further adopt the gauge cooling procedure introduced in [ref] and developed further in [ref] to alleviate instabilities of our CL simulations.

    Controlling complex Langevin dynamics at finite density · Stabilization techniques · 1.00

  • Gauge cooling (GC) We further adopt the gauge cooling procedure introduced in [ref] and developed further in [ref] to alleviate instabilities of our CL simulations.

    Gauge cooling in complex Langevin for QCD with heavy quarks · Stabilization techniques · 1.00

  • Following [ref] we discretize the gauge field by introducing link and plaquette variables [equation] on an $N_t ×N_s^3$ lattice and use the Wilson action [equation] where the coupling constants are denoted by $β_0=β_0i=β_i0=2N_c/g^2a_i/a_0$ and $β_s=β_ij=β_ji=2N_c/g^2a_0/a_i$ and we assume spatial lattice spacings $a_i=a_s$ for $i=1,2,3$.

    Lattice simulations of real-time quantum fields · CL simulations on the lattice · 0.99

Compares with 1 paper
  • We discuss the improvements using the example of the real trace of the average spatial plaquette [equation] We first reproduce results of [ref] as dotted curves in [ref] for different tilt angles $α$ on the isosceles time contour.

    Lattice simulations of real-time quantum fields · Improved stability and convergence of our kerneled CL equation · 0.94

Cites as background 7 papers

Discussion

Know something about this paper? Leave a comment, or highlight any passage above to comment on it.