LayerFold: A Python library to reduce the depth of neural networks

LayerFold: A Python library to reduce the depth of neural networks

Large-scale models are the backbone of Computer Vision and Natural Language Processing, and their generalizability allows for transfer learning and deployment in different scenarios. However, their large size means that reducing their computational and memory demands remains a challenge. Recent rese...

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Bibliographic Details
Main Authors: Giommaria Pilo, Nour Hezbri, André Pereira e Ferreira, Victor Quétu, Enzo Tartaglione
Format: Article
Language:English
Published: Elsevier 2025-02-01
Series:SoftwareX
Subjects:
Deep learning
Layer collapse
Depth compression
Pruning
PyTorch
Online Access:http://www.sciencedirect.com/science/article/pii/S2352711024004011
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