265 citations · 619 across the 12 of their papers we have counts for
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stat.ML2022★ 1 cited
The Mean Dimension of Neural Networks -- What causes the interaction effects?
Roman Hahn, Christoph Feinauer, Emanuele Borgonovo
Owen and Hoyt recently showed that the effective dimension offers key structural information about the input-output mapping underlying an artificial neural network. Along this line…
cs.LG2022
Deep Networks on Toroids: Removing Symmetries Reveals the Structure of Flat Regions in the Landscape Geometry
Fabrizio Pittorino, Antonio Ferraro, Gabriele Perugini +3
We systematize the approach to the investigation of deep neural network landscapes by basing it on the geometry of the space of implemented functions rather than the space of param…