5 citations · 6 across the 15 of their papers we have counts for
17 papers
CGC Fit to HERA DIS and Forward Hadron Production in p+p Collisions
Piotr Korcyl, Truong My Hau Le, Farid Salazar +1
Many experiments have provided possible hints of gluon saturation, including geometric scaling in deep inelastic scattering (DIS) at HERA, the suppression of forward particle yield…
Scheme Transformations in Non-Linear QCD Evolution: Towards a Stable NLO BK Equation
Renaud Boussarie, Paul Caucal, Piotr Korcyl +1
High-energy QCD evolution at NLO suffers from large collinear logarithms that make the perturbative expansion of the Balitsky-Kovchegov (BK) equation unstable. We develop a systema…
Small-x TMD distributions: JIMWLK evolution and the Gaussian truncation
Florian Cougoulic, Piotr Korcyl
We extend the systematic study of small- Transverse Momentum Dependent (TMD) distributions, initiated in [Cougoulic:2026drr], by including the energy evolution. We use the JIMWL…
Simultaneous Color Glass Condensate fit to deep inelastic scattering and forward hadron production at HERA, RHIC, and the LHC
Piotr Korcyl, Truong My Hau Le, Farid Salazar +1
We present the first simultaneous fit to deep inelastic scattering (DIS) reduced cross sections from HERA and forward single inclusive hadron production (SIHP) from RHIC and the LH…
Variational Autoregressive Networks with probability priors
Piotr Białas, Piotr Korcyl, Tomasz Stebel +1
Monte Carlo methods are essential across diverse scientific fields, yet their efficiency is frequently hampered by critical slowing down-a sharp increase in autocorrelation times n…
Sampling two-dimensional spin systems with transformers
Piotr Białas, Piotr Korcyl, Tomasz Stebel +2
Autoregressive Neural Networks based on dense or convolutional layers have recently been shown to be a viable strategy for generating classical spin systems. Unlike these methods,…
Small-x TMD distributions initial condition: Nc-dependence and Gaussian approximations
Florian Cougoulic, Piotr Korcyl, Tomasz Stebel
We systematically derive expressions for ten small- Transverse Momentum Dependent (TMD) distributions in the Gaussian approximation, three in the quark-gluon sector and seven in…
Probing Instanton Dynamics in the Pion Vector Form Factor with Wilson Flow
Vaibhav Chahar, Piotr Korcyl
Instanton liquid model is believed to capture the main features of vacuum QCD dynamics. Recently, multiple predictions for hadron structure functions have been derived and compared…
Probing gluon saturation with forward di-hadron correlations in proton-nucleus collisions
Paul Caucal, Zhong-Bo Kang, Piotr Korcyl +5
We present a detailed numerical investigation of semi-inclusive forward di-hadron production in proton-nucleus collisions employing the Color Glass Condensate effective theory. We…
Rotating the Color Glass Condensate
Renaud Boussarie, Paul Caucal, Piotr Korcyl +1
High-energy QCD evolution beyond leading order suffers from instabilities driven by large collinear logarithms. We present a framework, consistent with the standard high-energy ope…
Estimation of the reduced density matrix and entanglement entropies using autoregressive networks
Piotr Białas, Piotr Korcyl, Tomasz Stebel +1
We present an application of autoregressive neural networks to Monte Carlo simulations of quantum spin chains using the correspondence with classical two-dimensional spin systems.…
NeuMC -- a package for neural sampling for lattice field theories
Piotr Bialas, Piotr Korcyl, Tomasz Stebel +1
We present the \texttt{NeuMC} software package, based on \pytorch, aimed at facilitating the research on neural samplers in lattice field theories. Neural samplers based on normali…
Hierarchical autoregressive neural networks in three-dimensional statistical system
Piotr Białas, Vaibhav Chahar, Piotr Korcyl +3
Autoregressive Neural Networks (ANN) have been recently proposed as a mechanism to improve the efficiency of Monte Carlo algorithms for several spin systems. The idea relies on the…
Improving the solver for the Balitsky-Kovchegov evolution equation with Automatic Differentiation
Florian Cougoulic, Piotr Korcyl, Tomasz Stebel
The Balitsky-Kovchegov (BK) evolution equation is an equation derived from perturbative Quantum Chromodynamics that allows one to evolve with collision energy the scattering amplit…
Reconciling the kinematical constraint with the JIMWLK evolution equation: correlation functions non-local in rapidity
Piotr Korcyl, Leszek Motyka, Tomasz Stebel
In the high-energy limit of DIS experiments the effective degrees of freedom of QCD are Wilson line operators. Their evolution in the rapidity variable is predicted by the set of B…
Rényi entanglement entropy of spin chain with Generative Neural Networks
Piotr Białas, Piotr Korcyl, Tomasz Stebel +1
We describe a method to estimate Rényi entanglement entropy of a spin system, which is based on the replica trick and generative neural networks with explicit probability estimatio…
Progress in implementing the kinematical constraint into the small-x JIMWLK evolution equation
P. Korcyl, L. Motyka, T. Stebel
The most complete high-energy evolution of Wilson line operators is described by the set of equations called Balitsky-JIMWLK evolution equations. It is known from the studies of th…