Latent Consistency Models: guided latent-space few-step distillation

What changed

Adapted consistency distillation to guided latent diffusion and added latent-consistency fine-tuning for few-step high-resolution synthesis.

Scientific scope

Adapted consistency distillation to guided latent diffusion and added latent-consistency fine-tuning for few-step high-resolution synthesis. Explicitly inherits consistency models, latent diffusion and guided-model distillation. No exact ODE solution, universal quality preservation or zero training cost inferred; this is not invention of consistency learning itself.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Explicitly inherits consistency models, latent diffusion and guided-model distillation. No exact ODE solution, universal quality preservation or zero training cost inferred; this is not invention of consistency learning itself.

Contributors

• Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

• Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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