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Then the objective becomes min θ,ϕ Et ewϕ(t) D ∥Fθ − Fθ− + λ(t)y∥2 2 − wϕ(t)

A prior weighting λ(t) for y, which may be helpful for further reducing the variance of y · 2025

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Simplifying, Stabilizing and Scaling Continuous-Time Consistency Models

cs.LG · 2024-10-14 · conditional · novelty 6.0

A unified framework and targeted changes to parameterization, architecture, and objectives stabilize continuous-time consistency models, achieving FID scores of 2.06 on CIFAR-10 and 1.88 on ImageNet 512x512 with two-step sampling at 1.5B scale.

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  • Simplifying, Stabilizing and Scaling Continuous-Time Consistency Models cs.LG · 2024-10-14 · conditional · none · ref 5

    A unified framework and targeted changes to parameterization, architecture, and objectives stabilize continuous-time consistency models, achieving FID scores of 2.06 on CIFAR-10 and 1.88 on ImageNet 512x512 with two-step sampling at 1.5B scale.