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GitHub topics: dynamic-sparse-training

VITA-Group/SMC-Bench

[ICLR 2023] "Sparsity May Cry: Let Us Fail (Current) Sparse Neural Networks Together!" Shiwei Liu, Tianlong Chen, Zhenyu Zhang, Xuxi Chen, Tianjin Huang, AJAY KUMAR JAISWAL, Zhangyang Wang

Language: Python - Size: 34.4 MB - Last synced at: 3 days ago - Pushed at: over 1 year ago - Stars: 28 - Forks: 2

Shiweiliuiiiiiii/In-Time-Over-Parameterization

[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

Language: Python - Size: 245 KB - Last synced at: about 6 hours ago - Pushed at: over 1 year ago - Stars: 45 - Forks: 6

VITA-Group/Sparsity-Win-Robust-Generalization

[ICLR 2022] "Sparsity Winning Twice: Better Robust Generalization from More Efficient Training" by Tianlong Chen*, Zhenyu Zhang*, Pengjun Wang*, Santosh Balachandra*, Haoyu Ma*, Zehao Wang, Zhangyang Wang

Language: Python - Size: 1.02 MB - Last synced at: 3 days ago - Pushed at: about 3 years ago - Stars: 39 - Forks: 2

sbangapadang22/DynamicSparsity

Custom library for neural networks that integrates with TensorFlow & PyTorch. Dynamically adjusts the sparsity of connections during training to optimize resources.

Language: Python - Size: 25.4 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

Shiweiliuiiiiiii/Selfish-RNN

[ICML 2021] "Selfish Sparse RNN Training" by Shiwei Liu, Decebal Constantin Mocanu, Yulong Pei, Mykola Pechenizkiy

Language: Python - Size: 2 MB - Last synced at: about 6 hours ago - Pushed at: over 3 years ago - Stars: 10 - Forks: 3

zahraatashgahi/NeuroFS

[TMLR] Supervised Feature Selection with Neuron Evolution in Sparse Neural Networks

Language: Python - Size: 1.15 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0