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相关论文: $\widetilde{O}(N^2)$ Representation of General Con…

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Fermionic neural network (FermiNet) is a recently proposed wavefunction Ansatz, which is used in variational Monte Carlo (VMC) methods to solve the many-electron Schr\"{o}dinger equation. FermiNet proposes permutation-equivariant…

机器学习 · 计算机科学 2022-06-17 Tianyu Pang , Shuicheng Yan , Min Lin

We study separations between two fundamental models (or \emph{Ans\"atze}) of antisymmetric functions, that is, functions $f$ of the form $f(x_{\sigma(1)}, \ldots, x_{\sigma(N)}) = \text{sign}(\sigma)f(x_1, \ldots, x_N)$, where $\sigma$ is…

机器学习 · 计算机科学 2023-06-23 Aaron Zweig , Joan Bruna

Permutation-invariant, -equivariant, and -covariant functions and anti-symmetric functions are important in quantum physics, computer vision, and other disciplines. Applications often require most or all of the following properties: (a) a…

神经与进化计算 · 计算机科学 2020-07-31 Marcus Hutter

We introduce Fermi Sets, a universal and physically interpretable neural architecture for fermionic many-body wavefunctions. Building on a ``parity-graded'' representation [1], we prove that any continuous fermionic wavefunction on a…

强关联电子 · 物理学 2026-04-21 Liang Fu

This paper concerns the long-standing question of representing (totally) anti-symmetric functions in high dimensions. We propose a new ansatz based on the composition of an odd function with a fixed set of anti-symmetric basis functions. We…

经典分析与常微分方程 · 数学 2025-01-10 Ziang Chen , Jianfeng Lu

In this paper we analyze a recently proposed approach for the construction of antisymmetric functions for atomic and molecular systems. It is based on the assumption that the main problems with Hartree-Fock wavefunctions stem from their…

量子物理 · 物理学 2019-06-18 Francisco M. Fernández

Wave function ansatz based on the backflow transformation are widely used to parametrize anti-symmetric multivariable functions for many-body quantum problems. We study the geometric aspects of such ansatz, in particular we show that in…

数学物理 · 物理学 2021-11-22 Hang Huang , J. M. Landsberg , Jianfeng Lu

Quantum mechanical wave functions of N identical fermions are usually represented as anti-symmetric functions of ordered configurations. Leinaas and Myrheim proposed how a fermionic wave function can be represented as a function of…

量子物理 · 物理学 2014-03-18 Sheldon Goldstein , James Taylor , Roderich Tumulka , Nino Zanghi

Neural network wave functions have shown promise as a way to achieve high accuracy on the many-body quantum problem. These wave functions most commonly use a determinant or sum of determinants to antisymmetrize many-body orbitals which are…

强关联电子 · 物理学 2025-09-26 Ni Zhan , William A. Wheeler , Gil Goldshlager , Elif Ertekin , Ryan P. Adams , Lucas K. Wagner

We propose a general framework for finding the ground state of many-body fermionic systems by using feed-forward neural networks. The anticommutation relation for fermions is usually implemented to a variational wave function by the Slater…

强关联电子 · 物理学 2021-12-21 Koji Inui , Yasuyuki Kato , Yukitoshi Motome

We study a class of representations of the Cuntz algebras O_N, N=2,3,..., acting on L^2(T) where T=R/2\pi Z. The representations arise in wavelet theory, but are of independent interest. We find and describe the decomposition into…

funct-an · 数学 2008-02-03 Ola Bratteli , Palle E. T. Jorgensen

An efficient and expressive wavefunction ansatz is key to scalable solutions for complex many-body electronic structures. While Slater determinants are predominantly used for constructing antisymmetric electronic wavefunction ans\"{a}tze,…

机器学习 · 计算机科学 2024-11-12 Luca Thiede , Chong Sun , Alán Aspuru-Guzik

We present a neural network wavefunction framework for solving non-Abelian lattice gauge theories in a continuous group representation. Using a combination of $SU(2)$ equivariant neural networks alongside an $SU(2)$ invariant,…

高能物理 - 格点 · 物理学 2025-09-17 Thomas Spriggs , Eliska Greplova , Juan Carrasquilla , Jannes Nys

The non-commutative harmonic oscillator (NCHO) was introduced as a specific Hamiltonian operator on $L^2(\mathbb{R})\otimes\mathbb{C}^2$ by Parmeggiani and Wakayama. Then it was proved by Ochiai and Wakayama that the eigenvalue problem for…

数学物理 · 物理学 2024-01-11 Ryosuke Nakahama

Recent neural networks demonstrated impressively accurate approximations of electronic ground-state wave functions. Such neural networks typically consist of a permutation-equivariant neural network followed by a permutation-antisymmetric…

量子物理 · 物理学 2024-03-11 Nicholas Gao , Stephan Günnemann

We introduce a systematically improvable family of variational wave functions for the simulation of strongly correlated fermionic systems. This family consists of Slater determinants in an augmented Hilbert space involving "hidden"…

强关联电子 · 物理学 2022-08-18 Javier Robledo Moreno , Giuseppe Carleo , Antoine Georges , James Stokes

Motivated by applications for simulating quantum many body functions, we propose a new universal ansatz for approximating anti-symmetric functions. The main advantage of this ansatz over previous alternatives is that it is bi-Lipschitz with…

机器学习 · 计算机科学 2025-03-07 Nadav Dym , Jianfeng Lu , Matan Mizrachi

The radial Wheeler--De Witt equation on the asymptotically AdS spacetime proposed in [9] has as its semiclassical solution the wave function that asymptotically satisfies the conformal Ward identity, exemplifying the AdS/CFT correspondence.…

高能物理 - 理论 · 物理学 2015-06-16 Francesco Cianfrani , Jerzy Kowalski-Glikman

A superintegrable finite model of the quantum isotropic oscillator in two dimensions is introduced. It is defined on a uniform lattice of triangular shape. The constants of the motion for the model form an SU(2) symmetry algebra. It is…

数学物理 · 物理学 2015-06-11 Hiroshi Miki , Sarah Post , Luc Vinet , Alexei Zhedanov

Asymptotic representations for large values of the hyperradius are constructed for the scattering wave function of a system of $ N $ particles considered as a generalized function of angular variable coordinates. The coefficients of the…

数学物理 · 物理学 2020-10-13 S. L. Yakovlev
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