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22 search results found

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.

Awesome Deep Phenomena ⭐ 158

A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...

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

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

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

Code for "Picking Winning Tickets Before Training by Preserving Gradient Flow" https://openreview.net/pdf?id=SkgsACVKPH

Lottery_ticket_hypothesis Tensorflow_2 ⭐ 25

Implementing "The Lottery Ticket Hypothesis" paper by "Jonathan Frankle, Michael Carbin"

Prunhild ⭐ 24

A small library implementing magnitude-based pruning in PyTorch

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

[ICLR 2021] "GANs Can Play Lottery Too" by Xuxi Chen, Zhenyu Zhang, Yongduo Sui, Tianlong Chen

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"

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

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

Structure Lth ⭐ 15

[ICML 2022] "Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets" by Tianlong Chen, Xuxi Chen, Xiaolong Ma, Yanzhi Wang, Zhangyang Wang.

Audio Lottery ⭐ 15

[ICLR 2022] "Audio Lottery: Speech Recognition Made Ultra-Lightweight, Noise-Robust, and Transferable", by Shaojin Ding, Tianlong Chen, Zhangyang Wang

Supertickets ⭐ 12

[ECCV 2022] SuperTickets: Drawing Task-Agnostic Lottery Tickets from Supernets via Jointly Architecture Searching and Parameter Pruning

[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

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

Multilms Lang Neutral Subnets ⭐ 7

[EMNLP 2022] Discovering Language-neutral Sub-networks in Multilingual Language Models.

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

Lotterytickets.jl ⭐ 7

Sparsify Your Flux Models

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

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Generalization Lottery Ticket Hypothesis (5)

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Pre Training Lottery Ticket Hypothesis (3)

1-22 of 22 search results

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