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formal statement (Lean)
53def VFE (q : ProbDist ι) (E : ι → ℝ) (β : ℝ) : ℝ :=
proof body
Definition body.
54 ∑ i, q.prob i * E i + (1 / β) * ∑ i, q.prob i * Real.log (q.prob i)
55
56/-- The Boltzmann reference probability for `(E, β)`. -/
used by (4)
From the project-wide theorem graph. These declarations reference this one in their body.
-
boltzmann_minimizes_vfe
in IndisputableMonolith.Statistics.VariationalFreeEnergyFromRCL
decl_use
-
kl_nonneg
in IndisputableMonolith.Statistics.VariationalFreeEnergyFromRCL
decl_use
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vfe_at_boltzmann_eq_helmholtzF
in IndisputableMonolith.Statistics.VariationalFreeEnergyFromRCL
decl_use
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VFECert
in IndisputableMonolith.Statistics.VariationalFreeEnergyFromRCL
decl_use
depends on (8)
Lean names referenced from this declaration's body.
-
prob
in IndisputableMonolith.Decision.StPetersburg
decl_use
-
probability
in IndisputableMonolith.Foundation.QuantumLedger
decl_use
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E
in IndisputableMonolith.Foundation.SpectralEmergence
decl_use
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for
in IndisputableMonolith.Foundation.UniversalForcingSelfReference
decl_use
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ProbDist
in IndisputableMonolith.Information.ShannonEntropy
decl_use
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probability
in IndisputableMonolith.QFT.SMatrixUnitarity
decl_use
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ProbDist
in IndisputableMonolith.Statistics.VariationalFreeEnergyFromRCL
decl_use
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probability
in IndisputableMonolith.Thermodynamics.BoltzmannDistribution
decl_use