A curated list of tensor decomposition resources for network compression.
Title | Venue | Year |
---|---|---|
Tensor Decomposition for Model Reduction in Neural Networks: A Review | IEEE Circuits and Systems Magazine | 2023 |
Low Rank Optimization for Efficient Deep Learning: Making A Balance between Compact Architecture and Fast Training | Arxiv | 2023 |
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives | Arxiv | 2023 |
High-performance tensor decompositions for compressing and accelerating deep neural networks | Tensors for Data Processing | 2022 |
Tensor Decomposition for Signal Processing and Machine Learning | IEEE Transactions on Signal Processing | 2017 |
The Higher-Order Singular Value Decomposition: Theory and an Application | IEEE Signal Processing Magazine | 2010 |
Tensor Decompositions and Applications | SIAM Review | 2009 |
Title | Venue | Year |
---|---|---|
Nuclear Norm of Higher-Order Tensors | Mathematics of Computation | 2018 |