SPLITTING INTEGRATORS FOR FAST SAMPLING FROM DIFFUSION GENERATIVE MODELS

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United States of America Patent

APP PUB NO 20250103930A1
SERIAL NO

18471744

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Abstract

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Splitting integrators are provided for fast sampling from a diffusion generative model. A stochastic differential equation (SDE) for the diffusion generative model is split into multiple terms, the multiple terms including deterministic components and random components. Each of the multiple terms is solved to perform a time-reversed noise process using a splitting integrator such that each of the multiple terms is solved separately. Alternating is performed between taking integration steps according to each of the multiple terms. The solving is repeated a desired quantity of steps to complete the time-reversed noise process.

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ROBERT BOSCH GMBHPOSTFACH 30 02 20 STUTTGART D-70442

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  • 2023 Application Filing Year
  • G06N Class
  • 9892 Applications Filed
  • 2446 Patents Issued To-Date
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Inventor Name Address # of filed Patents Total Citations
Pandey, Kushagra Irvine, US 1 0
Rudolph, Maja Madison, US 13 2

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