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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

2025-12-01 至 2025-12-01 共收录 1
2405.00642 2025-12-01 stat.ML cond-mat.dis-nn cond-mat.stat-mech cs.LG

Gaussian Universality in Neural Network Dynamics with Generalized Structured Input Distributions

神经网络动力学中的高斯普遍性与广义结构输入分布

Jaeyong Bae, Hawoong Jeong

机构 * Department of Physics, Korea Advanced Institute of Science and Technology(韩国科学技术院物理系) Center of Complex Systems, Korea Advanced Institute of Science and Technology(韩国科学技术院复杂系统中心)

AI总结 本研究通过将输入建模为高斯混合分布,揭示了神经网络动力学在标准化后表现出高斯普遍性,从而增强了深度学习理论的理解。

Comments Accepted for Bridging the Gap Between Practice and Theory in Deep Learning (BGPT) Workshop at ICLR 2024, [v1] 23 pages, 16 figures

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