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sCM: stabilized continuous-time consistency-model training

Contribution grade

Generative-model training · Human-designed research method or resource

Reference score110,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Reworked continuous-time diffusion/consistency parameterizations, architecture and objectives to address unstable consistency training at larger scale.

Scientific scope

Reworked continuous-time diffusion/consistency parameterizations, architecture and objectives to address unstable consistency training at larger scale. Inherits consistency models and diffusion. Acquired delta is the stated continuous-time stabilization recipe, not invention of consistency or proof of universal stability/convergence. Effective sampling compute omits full training/preparation costs.

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 consistency models and diffusion. Acquired delta is the stated continuous-time stabilization recipe, not invention of consistency or proof of universal stability/convergence. Effective sampling compute omits full training/preparation costs.

Contributors

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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