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2202.08070
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On Measuring Excess Capacity in Neural Networks
16 February 2022
Florian Graf
Sebastian Zeng
Bastian Alexander Rieck
Marc Niethammer
Roland Kwitt
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Papers citing
"On Measuring Excess Capacity in Neural Networks"
5 / 5 papers shown
Title
Explainable Neural Networks with Guarantees: A Sparse Estimation Approach
Antoine Ledent
Peng Liu
FAtt
104
0
0
20 Feb 2025
How DNNs break the Curse of Dimensionality: Compositionality and Symmetry Learning
Arthur Jacot
Seok Hoan Choi
Yuxiao Wen
AI4CE
91
2
0
08 Jul 2024
Dissecting Supervised Contrastive Learning
Florian Graf
Christoph Hofer
Marc Niethammer
Roland Kwitt
SSL
114
69
0
17 Feb 2021
Representing smooth functions as compositions of near-identity functions with implications for deep network optimization
Peter L. Bartlett
S. Evans
Philip M. Long
71
31
0
13 Apr 2018
Norm-Based Capacity Control in Neural Networks
Behnam Neyshabur
Ryota Tomioka
Nathan Srebro
119
577
0
27 Feb 2015
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