Mean-field Chaos Diffusion Models

S Park, D Kim, A Alaa - arxiv preprint arxiv:2406.05396, 2024 - arxiv.org
In this paper, we introduce a new class of score-based generative models (SGMs) designed
to handle high-cardinality data distributions by leveraging concepts from mean-field theory …

Mean-field Continuous Sequence Predictors

S Park, J Lee, H Lee, M Lee - openreview.net
We propose a novel class of neural differential equation models called mean-field
continuous sequence predictors (MFPs) for efficiently generating continuous sequences with …