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Exploring Neural Network Landscapes: Star-Shaped and Geodesic Connectivity
April 10, 2024, 4:42 a.m. | Zhanran Lin, Puheng Li, Lei Wu
cs.LG updates on arXiv.org arxiv.org
Abstract: One of the most intriguing findings in the structure of neural network landscape is the phenomenon of mode connectivity: For two typical global minima, there exists a path connecting them without barrier. This concept of mode connectivity has played a crucial role in understanding important phenomena in deep learning.
In this paper, we conduct a fine-grained analysis of this connectivity phenomenon. First, we demonstrate that in the overparameterized case, the connecting path can be as …
abstract arxiv concept connectivity cs.lg global landscape network neural network path role star stat.ml them type understanding
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