openalexJournal of Artificial Intelligence Research2026-07-23
Deep Neural Network Compression via Data-Driven Low-Rank Singular Value Decomposition
Abdelfattah Toulaoui, Hamza Khalfi, Imad Hafidi
Deep neural network compression focuses on reducing the number of parameters and computational complexity of neural networks, enabling their use in resource-constrained environments where smaller networks, faster response times, and lower energy consumption are critical. In this…