Awesome Open Source
Search
Programming Languages
Languages
All Categories
Categories
About

The Top 8 Sparse Training Open Source Projects

Open source projects categorized as Sparse Training
Categories > Sparse Training
Rigl ⭐ 290
End-to-end training of sparse deep neural networks with little-to-no performance loss.
most recent commit a year ago
Sparse Evolutionary Artificial Neural Networks ⭐ 187
Always sparse. Never dense. But never say never. A Sparse Training repository for the Adaptive Sparse Connectivity concept and its algorithmic instantiation, i.e. Sparse Evolutionary Training, to boost Deep Learning scalability on various aspects (e.g. memory and computational time efficiency, representation and generalization power).
most recent commit 3 years ago
Svite ⭐ 82
[NeurIPS'21] "Chasing Sparsity in Vision Transformers: An End-to-End Exploration" by Tianlong Chen, Yu Cheng, Zhe Gan, Lu Yuan, Lei Zhang, Zhangyang Wang
most recent commit 5 months ago
In Time Over Parameterization ⭐ 42
[ICML 2021] "Do We Actually Need Dense Over-Parameterization? In-Time Over-Parameterization in Sparse Training" by Shiwei Liu, Lu Yin, Decebal Constantin Mocanu, Mykola Pechenizkiy
most recent commit 5 months ago
Quickselection ⭐ 15
[Machine Learning Journal (ECML-PKDD 2022 journal track)] Quick and Robust Feature Selection: the Strength of Energy-efficient Sparse Training for Autoencoders
most recent commit 7 months ago
Torch_topkast ⭐ 6
PyTorch Implementation of TopKAST
most recent commit a year ago
Sparseadversarialtraining ⭐ 5
Code for "Training Adversarially Robust Sparse Networks via Bayesian Connectivity Sampling" [ICML 2021]
most recent commit 2 years ago
Dynamic Sparse Training For Deep Reinforcement Learning ⭐ 5
[IJCAI 2022] "Dynamic Sparse Training for Deep Reinforcement Learning" by Ghada Sokar, Elena Mocanu , Decebal Constantin Mocanu, Mykola Pechenizkiy, and Peter Stone.
most recent commit 2 years ago
Categories
Privacy | About | Terms | Follow Us On Twitter

Downloads, Dependent Repos, Dependent Packages, Total Releases, Latest Releases data powered by Libraries.io.

Copyright 2018-2024 Awesome Open Source.  All rights reserved.