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(34) Now, observe that the true free energy Ft(ξ) satisfies ∂tFt(ξ) = −∂t log Zt(ξ) = − R Rd ∂te−U ξ t (x) dx Zt(ξ) = R Rd (∂tU ξ t (x))e−U ξ t (x) dx Zt(ξ) · 2008

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cs.LG 1

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2025 1

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CONDITIONAL 1

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Continuously Tempered Diffusion Samplers

cs.LG · 2025-08-30 · conditional · novelty 5.0

CTDS trains neural samplers with a controlled Langevin dynamics over both position and a continuous temperature coordinate, and reports improved sampling on a 40-mode Gaussian mixture.

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  • Continuously Tempered Diffusion Samplers cs.LG · 2025-08-30 · conditional · none · ref 31

    CTDS trains neural samplers with a controlled Langevin dynamics over both position and a continuous temperature coordinate, and reports improved sampling on a 40-mode Gaussian mixture.