Shannon Strikes Again! Entropy-based Pruning in Deep Neural Networks for Transfer Learning under Extreme Memory and Computation Budgets

Author:

Spadaro Gabriele1,Renzulli Riccardo1,Bragagnolo Andrea2,Giraldo Jhony H.3,Fiandrotti Attilio1,Grangetto Marco1,Tartaglione Enzo3

Affiliation:

1. University of Turin,Computer Science Department,Italy

2. Independent Researcher

3. Télécom Paris - Institut Polytechnique de Paris,LTCI,France

Publisher

IEEE

Reference25 articles.

1. To update or not to update? neurons at equilibrium in deep models;Bragagnolo,2022

2. The lottery ticket hypothesis: Finding sparse, trainable neural networks;Frankle

3. Parameter-Efficient Transfer Learning with Diff Pruning

4. Learning both weights and connections for efficient neural network;Han;Advances in Neural Information Processing Systems,2015

5. Mask R-CNN

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2. Towards On-Device Learning on the Edge: Ways to Select Neurons to Update Under a Budget Constraint;2024 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW);2024-01-01

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