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Open-System Keldysh–Lindblad Framework

Updated 4 July 2026
  • The open-system Keldysh–Lindblad framework is a unified approach that recasts Markovian master equations into a closed-time-path functional integral, integrating coherent dynamics with dissipation and noise.
  • It employs third quantization in Liouville space to diagonalize non-Hermitian operators and connects operator formulations with phase-space methods, such as the Wigner function.
  • The framework systematically derives reduced dynamics and powers simulations across many-body and lattice models, offering insights into non-equilibrium quantum phenomena.

Searching arXiv for recent and foundational papers on the open-system Keldysh–Lindblad framework. The open-system Keldysh-Lindblad framework is a closed-time-path formulation of open quantum dynamics in which the Markovian evolution of a reduced density matrix, written in Lindblad form, is recast as a Schwinger-Keldysh functional integral over forward and backward branches, or, in an equivalent operator-language construction, as dynamics in Liouville space under third quantization. In this framework, coherent Hamiltonian evolution, dissipation, and noise appear in a unified representation that makes transparent the relation between Lindblad master equations, Keldysh actions, and, for bosons, phase-space objects such as the Wigner and characteristic functions (Sieberer et al., 2015, McDonald et al., 2023).

1. Lindblad dynamics as the starting point

The framework begins from the generic Markovian master equation

tρ  =  i[H,ρ]  +  αγα(LαρLα    12{LαLα,ρ}),\partial_t \rho \;=\; -\,i\,[H,\rho] \;+\;\sum_\alpha \gamma_\alpha\Bigl(L_\alpha\,\rho\,L_\alpha^\dagger \;-\;\tfrac12\{L_\alpha^\dagger L_\alpha,\rho\}\Bigr),

or, equivalently,

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),

with HH at most quadratic in the creation/annihilation operators in the quadratic setting, LjL_j linear in those same modes, and γj0\gamma_j\ge 0 (Sieberer et al., 2015, McDonald et al., 2023).

This Liouvillian formulation encodes the reduced dynamics of an open system after environmental degrees of freedom have been eliminated. In the field-theoretical derivation based on a total Hamiltonian H=HS+HB+HSBH=H_S+H_B+H_{SB} with HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha, the reduced density matrix is evolved by a transmission matrix on a closed contour. Grouping bath contractions into irreducible blocks yields a Dyson equation for that transmission matrix, and differentiating it gives an exact non-Markovian master equation,

ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),

where Σ(t,t)\Sigma(t,t') is an operator super-kernel (Fogedby, 2022).

The relation between the exact non-Markovian equation and the Lindblad-GKSL equation is not assumed but derived. In the Born approximation, the irreducible self-energy is determined by bath Green functions Dαβ(t,t)D^{\alpha\beta}(t,t'). A quasiparticle or pole approximation, described as equivalent to the usual assumption of a timescale separation, makes the kernel frequency independent; imposing the rotating-wave approximation then yields a Markov master equation of Lindblad form, with jump operators, rates from the bath spectral density, and a Lamb shift (Fogedby, 2022). This establishes the Lindblad equation not as an isolated ansatz but as a controlled limit within a broader contour-based formalism.

2. Closed-time contour, coherent states, and Keldysh rotation

The functional-integral version of the framework uses a closed time contour with a forward tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),0 and backward tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),1 branch. The density matrix is evolved in infinitesimal time steps, coherent-state resolutions of identity are inserted on each branch, and operator monomials are replaced by their coherent-state symbols. In the continuum limit, this yields the closed-time-path functional integral

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),2

with action

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),3

The super-Liouvillian symbol is

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),4

(Sieberer et al., 2015).

The standard Keldysh rotation introduces classical and quantum fields,

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),5

after which the quadratic part of the action takes the canonical structure

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),6

Here tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),7 are the inverse retarded, advanced, and Keldysh propagators; tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),8 contains non-quadratic interaction and noise terms (Sieberer et al., 2015).

This decomposition is technically central because it separates response structure from fluctuations. In the free damped-oscillator example,

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),9

and

HH0

In thermal equilibrium, replacing HH1 recovers the familiar quantum fluctuation-dissipation relation

HH2

The same formal machinery therefore accommodates both thermal and genuinely nonthermal driven-dissipative settings (Sieberer et al., 2015).

3. Third quantization, Liouville-space supermodes, and dissipative symmetry

A more explicit link between Lindblad and Keldysh formulations is obtained by vectorizing the density matrix, HH3, in Liouville space and introducing superoperators. For bosons, McDonald and Clerk define

HH4

with only nonzero commutators

HH5

For fermions, a parity operator is inserted so that the resulting super-modes obey canonical anticommutation relations (McDonald et al., 2023).

In the bosonic single-mode example, the Lindbladian becomes

HH6

By inserting coherent-state resolutions of identity for the supermodes, one obtains a finite-time coherent-state path integral whose action is the standard quadratic Keldysh action. In compact notation,

HH7

with HH8 and HH9. Multi-mode bosonic or fermionic generalizations replace LjL_j0 by vectors LjL_j1, LjL_j2 by a non-Hermitian dynamical matrix, and LjL_j3 by the noise correlator (McDonald et al., 2023).

A central structural result is the dissipative symmetry of quadratic Lindbladians. There is no pure LjL_j4 term; trace-preservation forbids a classical-classical block. Moreover, the Keldysh or noise term LjL_j5 can be exactly removed by the similarity transformation

LjL_j6

which sends

LjL_j7

The remaining bilinear can then be diagonalized by introducing non-Hermitian quasiparticles LjL_j8, and the full Lindbladian spectrum and eigen-supermodes follow much as for a quadratic Hamiltonian. In Keldysh language, the same symmetry appears as the statement that the retarded and advanced blocks are unaffected by LjL_j9, while the Keldysh block alone carries all of the noise. For bosons, the Wigner function and the characteristic function may be viewed as wavefunctions of the density matrix in the eigenbasis of these superoperators (McDonald et al., 2023).

4. From exact contour dynamics to Markovian Keldysh-Lindblad theory

The contour formalism also supports a systematic derivation of reduced dynamics before the Markov approximation is taken. The transmission super-operator is written as

γj0\gamma_j\ge 00

with

γj0\gamma_j\ge 01

where γj0\gamma_j\ge 02 denotes contour ordering. In the absence of coupling, one has

γj0\gamma_j\ge 03

with

γj0\gamma_j\ge 04

Irreducible bath contractions define a self-energy γj0\gamma_j\ge 05, and reconnecting them with γj0\gamma_j\ge 06 gives a matrix Dyson equation on the contour (Fogedby, 2022).

For a Caldeira-Leggett bath in thermal equilibrium, with γj0\gamma_j\ge 07, γj0\gamma_j\ge 08, and γj0\gamma_j\ge 09, the nonzero bath correlators are

H=HS+HB+HSBH=H_S+H_B+H_{SB}0

where H=HS+HB+HSBH=H_S+H_B+H_{SB}1. To second order in H=HS+HB+HSBH=H_S+H_B+H_{SB}2, the irreducible self-energy is the sum of four terms built from H=HS+HB+HSBH=H_S+H_B+H_{SB}3, H=HS+HB+HSBH=H_S+H_B+H_{SB}4, and H=HS+HB+HSBH=H_S+H_B+H_{SB}5 (Fogedby, 2022).

The Markovian limit is then formulated in frequency space. The poles of H=HS+HB+HSBH=H_S+H_B+H_{SB}6, determined by H=HS+HB+HSBH=H_S+H_B+H_{SB}7, fix the characteristic frequencies. In lowest weak-coupling order one replaces H=HS+HB+HSBH=H_S+H_B+H_{SB}8 by H=HS+HB+HSBH=H_S+H_B+H_{SB}9; this is identified as the Markov or timescale-separation approximation. Inverse Fourier transforming gives a time-local kernel HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha0, and decomposing it into Hermitian and anti-Hermitian parts yields the Lindblad-GKSL form with HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha1 and dissipative rates HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha2 (Fogedby, 2022).

The single-qubit example makes the logic explicit. For

HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha3

the Markov-RWA limit gives

HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha4

and the master equation

HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha5

with HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha6. A common misconception is that Keldysh field theory and Lindblad dynamics are separate techniques. The contour derivation shows instead that the Lindblad description arises as a specific approximation within the contour-Dyson framework (Fogedby, 2022).

5. Many-body field theory, nonthermal criticality, and fluctuation structure

In many-body driven-dissipative problems, the Keldysh-Lindblad framework is used directly as a non-equilibrium field theory. A minimal bosonic model with pumping and loss is specified by

HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha7

Its Keldysh action reads

HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha8

with HSB=αSαBαH_{SB}=\sum_\alpha S^\alpha B^\alpha9 and ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),0. The saddle-point equations give ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),1, and above threshold ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),2 one finds ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),3. Expanding about this condensate yields a quadratic Nambu-Keldysh action whose retarded inverse propagator has a complex Bogoliubov spectrum; in the limit ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),4, one finds a diffusive Goldstone mode ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),5 (Sieberer et al., 2015).

Near the condensation critical point, power counting shows that only ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),6 and the noise term ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),7 survive as marginal couplings in ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),8. The resulting Langevin equation is

ddtρS(t)=i[HS,ρS(t)]+titdtΣ(t,t)ρS(t),\frac{d}{dt}\rho_S(t) = -\,i\,[H_S,\rho_S(t)] + \int_{t_i}^t dt'\,\Sigma(t,t')\,\rho_S(t'),9

with

Σ(t,t)\Sigma(t,t')0

In the ordered phase, the phase-only reduction gives the KPZ action

Σ(t,t)\Sigma(t,t')1

and in Σ(t,t)\Sigma(t,t')2 this implies non-equilibrium KPZ scaling of correlations. Functional RG treatments supplement the action by an infrared regulator and use the Wetterich equation; in Σ(t,t)\Sigma(t,t')3, one finds an IR-attractive equilibrium fixed point with purely dissipative dynamics, together with a distinct universal drive-decay exponent Σ(t,t)\Sigma(t,t')4 controlling how quickly coherent couplings vanish at the longest scales (Sieberer et al., 2015).

A different line of development formulates the Lindblad contribution itself as a double-trace deformation. For a real scalar field, locality and Poincaré invariance lead to

Σ(t,t)\Sigma(t,t')5

with Σ(t,t)\Sigma(t,t')6. In the Keldysh basis this becomes

Σ(t,t)\Sigma(t,t')7

showing explicitly the dissipative deformation Σ(t,t)\Sigma(t,t')8. If Σ(t,t)\Sigma(t,t')9 has scaling dimension Dαβ(t,t)D^{\alpha\beta}(t,t')0, then Dαβ(t,t)D^{\alpha\beta}(t,t')1, and at leading order in Dαβ(t,t)D^{\alpha\beta}(t,t')2,

Dαβ(t,t)D^{\alpha\beta}(t,t')3

The beta function

Dαβ(t,t)D^{\alpha\beta}(t,t')4

implies that dissipation is IR-relevant for Dαβ(t,t)D^{\alpha\beta}(t,t')5 and UV-relevant for Dαβ(t,t)D^{\alpha\beta}(t,t')6. The resulting fixed points are nonunitary and nonthermal, and the limiting Keldysh component violates any fluctuation-dissipation relation of the form

Dαβ(t,t)D^{\alpha\beta}(t,t')7

This directly addresses the common assumption that dissipation effects are always IR relevant: the framework presented in "Double-trace deformation in Keldysh field theory" states that Weinbergian constraints do not forbid a UV-relevant dissipative operator in a driven-dissipative setting (Meng, 2020).

6. Weak nonlinearities, exact treatments, and lattice real-time simulation

The framework is not restricted to purely quadratic problems. In the third-quantized construction, any quadratic or weakly non-linear Lindbladian can be mapped to a Keldysh action by writing Dαβ(t,t)D^{\alpha\beta}(t,t')8 in the Dαβ(t,t)D^{\alpha\beta}(t,t')9 basis, introducing coherent-state resolutions of identity for the supermodes, and reading off the retarded/advanced kernels tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),00 and the noise kernel tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),01. For weak nonlinearities, such as a Kerr term tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),02, one adds quartic vertices

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),03

to the action. A further gauge transform, which shifts the phase by the time-integral of the amplitude, can often render that vertex quadratic at the expense of a phase factor in the source terms; one then performs a Gaussian integral mode-by-mode and reconstructs closed-form expressions for correlation functions or even the full Wigner function (McDonald et al., 2023).

A distinct computational realization appears in lattice Schwinger-Keldysh simulations of Lindblad dynamics for non-relativistic spinless fermions. The generating functional includes two real-time branches and an imaginary-time leg enforcing a thermal initial condition,

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),04

On a three-dimensional cubic lattice, the hopping Hamiltonians are

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),05

while the jump operators are Hermitian current densities

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),06

For isotropic dissipation tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),07, the dissipator is rewritten as

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),08

which admits a Hubbard-Stratonovich decoupling by real Gaussian fields tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),09 (Hayata et al., 2021).

After decoupling, the fermions can be integrated out exactly: tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),10 A backward-difference discretization makes tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),11 a block matrix, and when the number of imaginary-time slices tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),12 is even, one can pair factors so that the determinant is nonnegative. In the continuum limit,

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),13

which is manifestly independent of the noises tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),14. The determinant can therefore be dropped without approximation, leaving a positive Gaussian measure for tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),15. In Keldysh space, one defines

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),16

and

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),17

For the free-fermion plus Gaussian-noise model,

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),18

and

tρ  =  L[ρ]  =  i[H,ρ]  +  jγj(LjρLj    12{LjLj,ρ}),\partial_t\rho \;=\;\mathcal L[\rho] \;=\; -\,i\,[H,\rho] \;+\;\sum_j\gamma_j\Bigl(L_j\,\rho\,L_j^\dagger\;-\;\tfrac12\{L_j^\dagger L_j,\rho\}\Bigr),19

This suggests that the open-system Keldysh-Lindblad framework is not only a formal bridge between master equations and field theory, but also a direct route to sign-problem-free real-time simulation in specific dissipative lattice models (Hayata et al., 2021).

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