pvti / Awesome-Tensor-Decomposition
๐ A curated list of tensor decomposition resources for model compression.
โ12Updated this week
Related projects: โ
- A thoroughly investigated survey for tensorial neural networks.โ103Updated 11 months ago
- TedNet: A Pytorch Toolkit for Tensor Decomposition Networksโ88Updated 2 years ago
- โ12Updated 2 years ago
- Neural Tangent Kernel Papersโ84Updated 6 months ago
- Tensor-Train decomposition in pytorchโ40Updated 2 months ago
- MNIST experiment from Tensorizing neural networks (Novikov et al. 2015)โ13Updated 4 years ago
- Welcome to the Awesome Feature Learning in Deep Learning Thoery Reading Group! This repository serves as a collaborative platform for schโฆโ137Updated last month
- TensorLy-Torch: Deep Tensor Learning with TensorLy and PyTorchโ72Updated 3 months ago
- Tensor Network Learning with PyTorchโ282Updated 3 months ago
- PyTorch Implementation of the CLIP Algorithmโ12Updated last week
- Collect optimizer related papers, data, repositoriesโ76Updated 9 months ago
- โ31Updated last year
- [ICLR'24] "DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training" by Aochuan Chen*, Yimeng Zhang*, Jinghan Jia, James Diโฆโ35Updated 6 months ago
- This is a list of peer-reviewed representative papers on deep learning dynamics (optimization dynamics of neural networks). The success oโฆโ241Updated 5 months ago
- Maximum Mean Discrepancy (MMD), Kernel Stein Discrepancy (KSD), and Fisher Divergenceโ12Updated 7 months ago
- summer school materialsโ46Updated last year
- Apply CP, Tucker, TT/TR, HT to compress neural networks. Train from scratch.โ13Updated 3 years ago
- ๅผ ้่ฎก็ฎ็ณปๅๆ็จ (Tensor Computations Tutorials)โ93Updated 7 months ago
- [IJCAI'22 Survey] Recent Advances on Neural Network Pruning at Initialization.โ57Updated 11 months ago
- Lightweight torch implementation of rigl, a sparse-to-sparse optimizer.โ55Updated 2 years ago
- PyTorch implementation of [1412.6553] and [1511.06530] tensor decomposition methods for convolutional layers.โ278Updated 2 years ago
- โ56Updated 3 years ago
- Matlab Notebook for visualizing random matrix theory results and their applications to machine learningโ106Updated last year
- {KFAC,EKFAC,Diagonal,Implicit} Fisher Matrices and finite width NTKs in PyTorchโ204Updated last month
- [KDD 2023] code for "Test accuracy vs. generalization gap: model selection in NLP without accessing training or testing data" https://arxโฆโ12Updated last year
- A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...โ242Updated 3 weeks ago
- Example code for paper "Bilevel Optimization: Nonasymptotic Analysis and Faster Algorithms"โ43Updated 2 years ago
- Code for the ICML 2021 and ICLR 2022 papers: Skew Orthogonal Convolutions, Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100โ18Updated 2 years ago
- โ14Updated last year
- Tensor ring low-rank factors (AAAI 2019)โ37Updated 5 years ago