AWhat changed
Distilled a one-step generator using the difference between target and synthetic score estimates plus paired-trajectory regression, matching distributions rather than only individual teacher paths.
Scientific scope
Distilled a one-step generator using the difference between target and synthetic score estimates plus paired-trajectory regression, matching distributions rather than only individual teacher paths. Inherits score matching, diffusion teachers and knowledge distillation. Estimated KL gradients do not certify exact distribution equality; teacher and synthetic-score training remain costs. No universal one-step quality preservation inferred.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits score matching, diffusion teachers and knowledge distillation. Estimated KL gradients do not certify exact distribution equality; teacher and synthetic-score training remain costs. No universal one-step quality preservation inferred.
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.
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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