On Neural Network Pruning’s Effect on Generalization
Practitioners frequently observe that pruning improves model generalization. A longstanding hypothesis attributes such improvement to model size reduction. However, recent studies on over-parameterization characterize a new model size regime, in which larger models achieve better generalization. A c...
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| Format: | Thesis |
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Massachusetts Institute of Technology
2023
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| Online Access: | https://hdl.handle.net/1721.1/147496 |