Probabilistic Automated Model Compression via Representation Mutual Information Optimization

Deep neural networks, despite their remarkable success in computer vision tasks, often face deployment challenges due to high computational demands and memory usage. Addressing this, we introduce a probabilistic framework for automated model compression (Prob-AMC) that optimizes pruning, quantizatio...

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Bibliographic Details
Main Authors: Wenjie Nie, Shengchuan Zhang, Xiawu Zheng
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/13/1/108
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