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We analyze feature learning in infinite-width neural networks trained with gradient flow through a self-consistent dynamical field theory. We construct a collection of deterministic dynamical order parameters which are inner-product kernels…

机器学习 · 统计学 2022-10-05 Blake Bordelon , Cengiz Pehlevan

A full selfconsistent set of equations is deduced to describe the kinetics and dynamics of charged quasiparticles (electrons, holes etc.) with arbitrary dispersion law in crystalline solids subjected to time-varying deformations. The set…

凝聚态物理 · 物理学 2007-05-23 Dimitar I. Pushkarov

Drifting Models [Deng et al., 2026] train a one-step generator by evolving samples under a kernel-based drift field, avoiding ODE integration at inference. The original analysis leaves two questions open. The drift-field iteration admits a…

机器学习 · 计算机科学 2026-04-21 Arkadii Kazanskii , Tatiana Petrova , Konstantin Bagrianskii , Aleksandr Puzikov , Radu State

The recently proposed Wigner function for a particle in an infinite lattice [NJP 14, 103009 (2012)] is extended here to include an internal degree of freedom, as spin. The formalism is developed to account for dynamical processes, with or…

量子物理 · 物理学 2015-01-26 M. Hinarejos , M. C. Bañuls , A. Pérez

The non-relativistic interacting electron gas in an external field of positively charged massive cores is dealt with in the scheme of second quantization. Ladder operators that change between stationary states of contiguous energy…

量子物理 · 物理学 2025-02-27 Miguel Lagos

Phase field models have been applied in recent years to grain boundaries in single-component systems. The models are based on the minimization of a free energy functional, which is constructed phenomenologically rather than being derived…

材料科学 · 物理学 2009-11-13 Gunnar Pruessner , A. P. Sutton

The mean-field theory of Kinetically-Constrained-Models is developed by considering the Fredrickson-Andersen model on the Bethe lattice. Using certain properties of the dynamics observed in actual numerical experiments we derive asymptotic…

无序系统与神经网络 · 物理学 2025-01-20 Gianmarco Perrupato , Tommaso Rizzo

Fluctuation and dissipation dynamics is examined at all temperature ranges for the general case of a background time evolving scalar field coupled to heavy intermediate quantum fields which in turn are coupled to light quantum fields. The…

高能物理 - 唯象学 · 物理学 2008-11-26 Arjun Berera , Ian G. Moss , Rudnei O. Ramos

We build quantum field theory on the thermodynamic master equation for dissipative quantum systems. The vacuum is represented by a thermodynamic equilibrium state in the low-temperature limit. All regularization is consistently provided by…

数学物理 · 物理学 2018-03-09 Hans Christian Öttinger

Usually the 'hidden variables' of Bell's theorem are supposed to describe the pair of Bell particles. Here a semantic shift is proposed, namely to attach the hidden variables to a stochastic medium or field in which the particles move. It…

量子物理 · 物理学 2017-01-24 Louis Vervoort

This is the revised version of Sect. I - IV of the paper https://doi.org/10.1103/PhysRevD.89.125022 originally published in 2014. The thing is that in https://doi.org/10.1103/PhysRevD.89.125022 the text was insufficiently clear and, in…

高能物理 - 理论 · 物理学 2017-10-17 Vladimir V. Vereshagin

We study the interactions of a possibly dense and/or quantum degenerate gas with driving light. Both the atoms and the electromagnetic fields are represented by quantum fields throughout the analysis. We introduce a field theory version of…

凝聚态物理 · 物理学 2009-10-30 Janne Ruostekoski , Juha Javanainen

Two different ways of generalizing Einstein's general theory of relativity with a cosmological constant to Brans-Dicke type scalar-tensor theories are investigated in the linearized field approximation. In the first case a cosmological…

广义相对论与量子宇宙学 · 物理学 2018-02-07 Hatice Özer , Özgür Delice

We study Density Functional Theory models for systems which are translationally invariant in some directions, such as a homogeneous 2-d slab in the 3-d space. We show how the different terms of the energy are modified and we derive reduced…

数学物理 · 物理学 2021-12-24 David Gontier , Salma Lahbabi , Abdallah Maichine

We reexamine the relativistic 2+1 dimensional Lee model in light-front coordinates on flat space and on a space-time with a spatial section given by a compact manifold in the usual canonical formalism. The simpler 2+1 dimension is chosen…

数学物理 · 物理学 2023-08-25 Yesukhei Jagvaral , O. Teoman Turgut , Meltem Ünel

The photon model of light has been known for decades to be self-inconsistent and controversial theory with numerous intrinsic conflicts. This paper revises the model and explores its applicability for description of classical…

综合物理 · 物理学 2021-06-16 Yuriy Akimov , Pavlo Rutkevych

Dynamical system theory is a widely used technique in the analysis of cosmological models. Within this framework, the equations describing the dynamics of a model are recast in terms of dimensionless variables, which evolve according to a…

广义相对论与量子宇宙学 · 物理学 2023-08-16 Santiago García-Serna , J. Bayron Orjuela-Quintana , César A. Valenzuela-Toledo , Hernán Ocampo-Durán

We establish a discrete operator--theoretic framework for the analysis of implicit Euler and Lie--Trotter splitting schemes for delay differential equations (DDEs). Both schemes are formulated in terms of discrete resolvent operators acting…

最优化与控制 · 数学 2026-03-03 Hideki Kawahara

This paper demonstrates that simple yet important characteristics of coevolution can occur in evolutionary algorithms when only a few conditions are met. We find that interaction-based fitness measurements such as fitness (linear) ranking…

神经与进化计算 · 计算机科学 2009-07-03 James M Whitacre

We present a reformulation of the $U(1)$ gauge theory by eliminating the redundancy inherent in the conventional approach. Our reformulation is constructed on the basis of local field interaction approach to electrodynamics. The gauge…

量子物理 · 物理学 2019-05-30 Kicheon Kang