Embedding principle: a hierarchical structure of loss landscape of deep neural networks

Y Zhang, Y Li, Z Zhang, T Luo, ZQJ Xu - arXiv preprint arXiv:2111.15527, 2021 - arxiv.org
We prove a general Embedding Principle of loss landscape of deep neural networks (NNs)
that unravels a hierarchical structure of the loss landscape of NNs, ie, loss landscape of an …

Embedding Principle: a hierarchical structure of loss landscape of deep neural networks

Y Zhang, Y Li, Z Zhang, T Luo, ZQJ Xu - arXiv e-prints, 2021 - ui.adsabs.harvard.edu
We prove a general Embedding Principle of loss landscape of deep neural networks (NNs)
that unravels a hierarchical structure of the loss landscape of NNs, ie, loss landscape of an …

[PDF][PDF] Embedding Principle: a hierarchical structure of loss landscape of deep neural networks

Y Zhang, Y Li, Z Zhang, T Luo… - Journal of Machine …, 2022 - doc.global-sci.org
We prove a general Embedding Principle of loss landscape of deep neural networks (NNs)
that unravels a hierarchical structure of the loss landscape of NNs, ie, loss landscape of an …

[PDF][PDF] Embedding Principle: A Hierarchical Structure of Loss Landscape of Deep Neural Networks

Y Zhang, Y Li, Z Zhang, T Luo, ZQJ Xu - 2022 - ins.sjtu.edu.cn
We prove a general Embedding Principle of loss landscape of deep neural networks (NNs)
that unravels a hierarchical structure of the loss landscape of NNs, ie, loss landscape of an …

Embedding Principle: a hierarchical structure of loss landscape of deep neural networks

Y Zhang, Y Li, Z Zhang, T Luo, ZQJ Xu - CoRR, 2021 - openreview.net
We prove a general Embedding Principle of loss landscape of deep neural networks (NNs)
that unravels a hierarchical structure of the loss landscape of NNs, ie, loss landscape of an …

[PDF][PDF] Embedding Principle: a hierarchical structure of loss landscape of deep neural networks

Y Zhang, Y Li, Z Zhang, T Luo, ZQJ Xu - arXiv preprint arXiv …, 2021 - ins.sjtu.edu.cn
We prove a general Embedding Principle of loss landscape of deep neural networks (NNs)
that unravels a hierarchical structure of the loss landscape of NNs, ie, loss landscape of an …

[引用][C] Embedding Principle: A Hierarchical Structure of Loss Landscape of Deep Neural Networks

Y Zhang, Y Li, Z Zhang, T Luo, ZQJ Xu - 2022