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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

2026-08-17 至 2026-08-17 共收录 1
2608.14308 2026-08-17 hep-th cond-mat.stat-mech 新提交

Information Spreading in Diffusion Models from Effective Field Theory

基于有效场论的扩散模型中的信息传播

Navonil Neogi, Nabil Iqbal

AI总结 该研究将物理学有效场论应用于带卷积架构的得分匹配扩散模型,通过玩具示例和MNIST实验证实,两点间互信息按布朗运动有效场论预测的方式增长。

Comments This work was previously presented at the Scientific Methods for Understanding Deep Learning Workshop at ICLR 2026. 14 pages + appendices. Code available at: this https URL (https://github.com/NavonilNeogi/MutualInfoEFTDiffusionModels)

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