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Notation and conventions

Every article in Ketbook uses the symbols below. A page that needs something else defines it where it first appears.

States and configurations

Symbol Meaning
NN number of lattice sites, or of particles in continuum problems
σ=(σ1,…,σN)\boldsymbol{\sigma}=(\sigma_1,\dots,\sigma_N) a basis configuration; for spin-12\tfrac12 in the SzS^z basis, σi=±1\sigma_i=\pm1
Ψθ(σ)=⟨σ∣Ψθ⟩\Psi_\theta(\boldsymbol{\sigma})=\langle\boldsymbol{\sigma}\vert\Psi_\theta\rangle unnormalized amplitude produced by the network with parameters θ\theta
θ∈RNp\theta\in\mathbb R^{N_p} or CNp\mathbb C^{N_p} the NpN_p variational parameters
pθ(σ)∝∣Ψθ(σ)∣2p_\theta(\boldsymbol{\sigma})\propto\lvert\Psi_\theta(\boldsymbol{\sigma})\rvert^2 the normalized sampling distribution
E0,E1E_0,E_1 exact ground-state and first-excited energies of HH in the sector considered
e=E/Ne=E/N energy per site

Estimators

Symbol Meaning
NsN_s number of Monte Carlo samples used for one estimate
⟨⋅⟩\langle\cdot\rangle expectation over pθp_\theta; Epθ\mathbb E_{p_\theta} when the distribution must be explicit
Eloc(σ)=∑σ′Hσσ′Ψθ(σ′)/Ψθ(σ)E_{\mathrm{loc}}(\boldsymbol{\sigma})=\sum_{\boldsymbol{\sigma}'}H_{\boldsymbol{\sigma}\boldsymbol{\sigma}'}\Psi_\theta(\boldsymbol{\sigma}')/\Psi_\theta(\boldsymbol{\sigma}) local energy
Eθ=⟨Eloc⟩E_\theta=\langle E_{\mathrm{loc}}\rangle variational energy
Var⁡θ(H)=⟨∣Eloc∣2⟩−∣Eθ∣2\operatorname{Var}_\theta(H)=\langle\lvert E_{\mathrm{loc}}\rvert^2\rangle-\lvert E_\theta\rvert^2 energy variance of the state
Ok(σ)=∂θklog⁡Ψθ(σ)O_k(\boldsymbol{\sigma})=\partial_{\theta_k}\log\Psi_\theta(\boldsymbol{\sigma}) log-derivative with respect to parameter kk
Xˉ=X−⟨X⟩\bar X=X-\langle X\rangle a centred quantity
τint\tau_{\mathrm{int}}, Neff=Ns/2τintN_{\mathrm{eff}}=N_s/2\tau_{\mathrm{int}} integrated autocorrelation time and effective sample size

Optimization

Symbol Meaning
FkF_k energy gradient, 2Re⁡⟨Oˉk∗Eˉloc⟩2\operatorname{Re}\langle\bar O_k^*\bar E_{\mathrm{loc}}\rangle for real θ\theta and ⟨Oˉk∗Eˉloc⟩\langle\bar O_k^*\bar E_{\mathrm{loc}}\rangle for holomorphic complex θ\theta
Skk′=⟨Oˉk∗Oˉk′⟩S_{kk'}=\langle\bar O_k^*\bar O_{k'}\rangle quantum geometric tensor restricted to the variational manifold
η\eta learning rate, equal to the imaginary-time step in stochastic reconfiguration
λ\lambda regularization strength
X∈CNs×NpX\in\mathbb C^{N_s\times N_p}, ε∈CNs\varepsilon\in\mathbb C^{N_s} centred, Ns\sqrt{N_s}-normalized log-derivative matrix and local-energy vector, so that S=X†XS=X^\dagger X and F=X†εF=X^\dagger\varepsilon

Hamiltonians

  • Spin operators are Si=12σi\mathbf S_i=\tfrac12\boldsymbol{\sigma}_i with ℏ=1\hbar=1. A Hamiltonian written with Pauli matrices has energies four times larger for bilinear terms; benchmark definitions always state which is meant.
  • ⟨i,j⟩\langle i,j\rangle runs over nearest-neighbour bonds, ⟨ ⁣⟨i,j⟩ ⁣⟩\langle\!\langle i,j\rangle\!\rangle over next-nearest-neighbour bonds, each undirected bond counted once.
  • Lattice sizes are written L×LL\times L with N=L2N=L^2; periodic boundary conditions in all directions unless stated.
  • Fermionic operators ciσ†c^\dagger_{i\sigma}, niσ=ciσ†ciσn_{i\sigma}=c^\dagger_{i\sigma}c_{i\sigma}; the Hubbard hopping is −t-t with t>0t>0.

Citations

References are given as arXiv identifiers, which resolve to every version of a paper and to its journal record. A quantitative claim cites the table, equation or figure it comes from.

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