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The Top 22 Lottery Ticket Hypothesis Open Source Projects

Open source projects categorized as Lottery Ticket Hypothesis
Categories > Lottery Ticket Hypothesis
Lottery Ticket Hypothesis In Pytorch ⭐ 209
This repository contains a Pytorch implementation of the paper "The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks" by Jonathan Frankle and Michael Carbin that can be easily adapted to any model/dataset.
most recent commit 2 years ago
Awesome Deep Phenomena ⭐ 158
A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...
most recent commit 5 months ago
Bert Tickets ⭐ 94
[NeurIPS 2020] "The Lottery Ticket Hypothesis for Pre-trained BERT Networks", Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Zhangyang Wang, Michael Carbin
most recent commit 4 years ago
Ultra Data Efficient Gan Training ⭐ 62
[NeurIPS'21] "Ultra-Data-Efficient GAN Training: Drawing A Lottery Ticket First, Then Training It Toughly", Tianlong Chen, Yu Cheng, Zhe Gan, Jingjing Liu, Zhangyang Wang
most recent commit 3 years ago
Unified Lth Gnn ⭐ 51
[ICML 2021] "A Unified Lottery Tickets Hypothesis for Graph Neural Networks", Tianlong Chen*, Yongduo Sui*, Xuxi Chen, Aston Zhang, Zhangyang Wang
most recent commit 8 months ago
Grasp ⭐ 40
Code for "Picking Winning Tickets Before Training by Preserving Gradient Flow" https://openreview.net/pdf?id=SkgsACVKPH
most recent commit 4 years ago
Lottery_ticket_hypothesis Tensorflow_2 ⭐ 25
Implementing "The Lottery Ticket Hypothesis" paper by "Jonathan Frankle, Michael Carbin"
most recent commit 3 years ago
Prunhild ⭐ 24
A small library implementing magnitude-based pruning in PyTorch
most recent commit 5 years ago
Cv_lth_pre Training ⭐ 22
[CVPR 2021] "The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models" Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Michael Carbin, Zhangyang Wang
most recent commit 3 years ago
Gan Lth ⭐ 20
[ICLR 2021] "GANs Can Play Lottery Too" by Xuxi Chen, Zhenyu Zhang, Yongduo Sui, Tianlong Chen
most recent commit 2 years ago
Generalizing Lottery Tickets ⭐ 19
This repository contains code to replicate the experiments given in NeurIPS 2019 paper "One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers"
most recent commit 4 years ago
Backdoor Lth ⭐ 18
[CVPR 2022] "Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free" by Tianlong Chen*, Zhenyu Zhang*, Yihua Zhang*, Shiyu Chang, Sijia Liu, and Zhangyang Wang
most recent commit 2 years ago
Sparsity Win Robust Generalization ⭐ 15
[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
most recent commit 2 years ago
Structure Lth ⭐ 15
[ICML 2022] "Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets" by Tianlong Chen, Xuxi Chen, Xiaolong Ma, Yanzhi Wang, Zhangyang Wang.
most recent commit a year ago
Audio Lottery ⭐ 15
[ICLR 2022] "Audio Lottery: Speech Recognition Made Ultra-Lightweight, Noise-Robust, and Transferable", by Shaojin Ding, Tianlong Chen, Zhangyang Wang
most recent commit 2 years ago
Supertickets ⭐ 12
[ECCV 2022] SuperTickets: Drawing Task-Agnostic Lottery Tickets from Supernets via Jointly Architecture Searching and Parameter Pruning
most recent commit 2 years ago
Tamt ⭐ 12
[NAACL 2022] "Learning to Win Lottery Tickets in BERT Transfer via Task-agnostic Mask Training", Yuanxin Liu, Fandong Meng, Zheng Lin, Peng Fu, Yanan Cao, Weipinng Wang, Jie Zhou
most recent commit 2 years ago
Robust Scratch Ticket ⭐ 9
[NeurIPS 2021] "Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks" by Yonggan Fu, Qixuan Yu, Yang Zhang, Shang Wu, Xu Ouyang, David Cox, Yingyan Lin
most recent commit 2 years ago
Multilms Lang Neutral Subnets ⭐ 7
[EMNLP 2022] Discovering Language-neutral Sub-networks in Multilingual Language Models.
most recent commit a year ago
No Stealing Lth ⭐ 7
[NeurIPS'21] "You are caught stealing my winning lottery ticket! Making a lottery ticket claim its ownership" by Xuxi Chen*, Tianlong Chen*, Zhenyu Zhang, Zhangyang Wang
most recent commit 2 years ago
Lotterytickets.jl ⭐ 7
Sparsify Your Flux Models
most recent commit 10 months ago
Double Win Lth ⭐ 5
[ICML 2022] "Data-Efficient Double-Win Lottery Tickets from Robust Pre-training" by Tianlong Chen, Zhenyu Zhang, Sijia Liu, Yang Zhang, Shiyu Chang, Zhangyang Wang
most recent commit 2 years ago
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