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Robust Pruning at Initialization
v1v2v3v4v5 (latest)

Robust Pruning at Initialization

International Conference on Learning Representations (ICLR), 2020
19 February 2020
Soufiane Hayou
Jean-François Ton
Arnaud Doucet
Yee Whye Teh
ArXiv (abs)PDFHTML

Papers citing "Robust Pruning at Initialization"

30 / 30 papers shown
Pruning Cannot Hurt Robustness: Certified Trade-offs in Reinforcement Learning
Pruning Cannot Hurt Robustness: Certified Trade-offs in Reinforcement Learning
James Pedley
Benjamin Etheridge
Stephen J. Roberts
Francesco Quinzan
OffRLAAML
155
0
0
14 Oct 2025
On the Stability of the Jacobian Matrix in Deep Neural Networks
Benjamin Dadoun
Soufiane Hayou
Hanan Salam
Abdalgader Abubaker
Pierre Youssef
ODL
458
0
0
10 Jun 2025
Onboard Optimization and Learning: A Survey
Onboard Optimization and Learning: A Survey
Monirul Islam Pavel
Siyi Hu
Mahardhika Pratama
Ryszard Kowalczyk
420
2
0
07 May 2025
Sparsest Models Elude Pruning: An Exposé of Pruning's Current
  Capabilities
Sparsest Models Elude Pruning: An Exposé of Pruning's Current Capabilities
Stephen Zhang
Vardan Papyan
302
0
0
04 Jul 2024
Deep Neural Network Initialization with Sparsity Inducing Activations
Deep Neural Network Initialization with Sparsity Inducing Activations
Ilan Price
Nicholas Daultry Ball
Samuel C.H. Lam
Adam C. Jones
Jared Tanner
AI4CE
299
3
0
25 Feb 2024
NOLA: Compressing LoRA using Linear Combination of Random Basis
NOLA: Compressing LoRA using Linear Combination of Random BasisInternational Conference on Learning Representations (ICLR), 2023
Soroush Abbasi Koohpayegani
K. Navaneet
Parsa Nooralinejad
Soheil Kolouri
Hamed Pirsiavash
398
30
0
04 Oct 2023
Commutative Width and Depth Scaling in Deep Neural Networks
Commutative Width and Depth Scaling in Deep Neural Networks
Soufiane Hayou
327
2
0
02 Oct 2023
LAPP: Layer Adaptive Progressive Pruning for Compressing CNNs from
  Scratch
LAPP: Layer Adaptive Progressive Pruning for Compressing CNNs from Scratch
P. Zhai
K. Guo
Fan Liu
Xiaofen Xing
Xiangmin Xu
321
3
0
25 Sep 2023
Transferability of Winning Lottery Tickets in Neural Network
  Differential Equation Solvers
Transferability of Winning Lottery Tickets in Neural Network Differential Equation Solvers
Edward Prideaux-Ghee
180
0
0
16 Jun 2023
Magnitude Attention-based Dynamic Pruning
Magnitude Attention-based Dynamic PruningExpert systems with applications (ESWA), 2023
Jihye Back
Namhyuk Ahn
Jang-Hyun Kim
197
9
0
08 Jun 2023
A Unified Framework for Soft Threshold Pruning
A Unified Framework for Soft Threshold PruningInternational Conference on Learning Representations (ICLR), 2023
Yanqing Chen
Zhengyu Ma
Wei Fang
Xiawu Zheng
Zhaofei Yu
Yonghong Tian
345
25
0
25 Feb 2023
Width and Depth Limits Commute in Residual Networks
Width and Depth Limits Commute in Residual NetworksInternational Conference on Machine Learning (ICML), 2023
Soufiane Hayou
Greg Yang
294
20
0
01 Feb 2023
On the Initialisation of Wide Low-Rank Feedforward Neural Networks
On the Initialisation of Wide Low-Rank Feedforward Neural Networks
Thiziri Nait Saada
Jared Tanner
289
2
0
31 Jan 2023
On the infinite-depth limit of finite-width neural networks
On the infinite-depth limit of finite-width neural networks
Soufiane Hayou
300
26
0
03 Oct 2022
Is Complexity Required for Neural Network Pruning? A Case Study on
  Global Magnitude Pruning
Is Complexity Required for Neural Network Pruning? A Case Study on Global Magnitude PruningConference on Algebraic Informatics (CAI), 2022
Manas Gupta
Efe Camci
Vishandi Rudy Keneta
Abhishek Vaidyanathan
Ritwik Kanodia
Chuan-Sheng Foo
Wu Min
Lin Jie
369
24
0
29 Sep 2022
Neural Network Panning: Screening the Optimal Sparse Network Before
  Training
Neural Network Panning: Screening the Optimal Sparse Network Before TrainingAsian Conference on Computer Vision (ACCV), 2022
Xiatao Kang
P. Li
Jiayi Yao
Chengxi Li
VLM
165
1
0
27 Sep 2022
One-shot Network Pruning at Initialization with Discriminative Image
  Patches
One-shot Network Pruning at Initialization with Discriminative Image PatchesBritish Machine Vision Conference (BMVC), 2022
Yinan Yang
Yu Wang
Yi Ji
Heng Qi
Jien Kato
VLM
317
5
0
13 Sep 2022
PRANC: Pseudo RAndom Networks for Compacting deep models
PRANC: Pseudo RAndom Networks for Compacting deep modelsIEEE International Conference on Computer Vision (ICCV), 2022
Parsa Nooralinejad
Ali Abbasi
Soroush Abbasi Koohpayegani
Kossar Pourahmadi Meibodi
Rana Muhammad Shahroz Khan
Soheil Kolouri
Hamed Pirsiavash
DD
261
0
0
16 Jun 2022
Zeroth-Order Topological Insights into Iterative Magnitude Pruning
Zeroth-Order Topological Insights into Iterative Magnitude Pruning
Aishwarya H. Balwani
J. Krzyston
283
4
0
14 Jun 2022
Dimensionality Reduced Training by Pruning and Freezing Parts of a Deep
  Neural Network, a Survey
Dimensionality Reduced Training by Pruning and Freezing Parts of a Deep Neural Network, a SurveyArtificial Intelligence Review (Artif Intell Rev), 2022
Paul Wimmer
Jens Mehnert
Alexandru Paul Condurache
DD
381
35
0
17 May 2022
Convolutional Network Fabric Pruning With Label Noise
Convolutional Network Fabric Pruning With Label NoiseArtificial Intelligence Review (Artif Intell Rev), 2022
Ilias Benjelloun
B. Lamiroy
E. Koudou
164
0
0
15 Feb 2022
Probabilistic fine-tuning of pruning masks and PAC-Bayes self-bounded
  learning
Probabilistic fine-tuning of pruning masks and PAC-Bayes self-bounded learning
Soufiane Hayou
Bo He
Gintare Karolina Dziugaite
218
2
0
22 Oct 2021
Lottery Tickets with Nonzero Biases
Lottery Tickets with Nonzero Biases
Jonas Fischer
Advait Gadhikar
R. Burkholz
217
8
0
21 Oct 2021
SOSP: Efficiently Capturing Global Correlations by Second-Order
  Structured Pruning
SOSP: Efficiently Capturing Global Correlations by Second-Order Structured Pruning
Manuel Nonnenmacher
Thomas Pfeil
Ingo Steinwart
David Reeb
250
47
0
19 Oct 2021
Bayesian Optimization with Clustering and Rollback for CNN Auto Pruning
Bayesian Optimization with Clustering and Rollback for CNN Auto PruningEuropean Conference on Computer Vision (ECCV), 2021
Hanwei Fan
Jiandong Mu
W. Zhang
299
5
0
22 Sep 2021
Ex uno plures: Splitting One Model into an Ensemble of Subnetworks
Ex uno plures: Splitting One Model into an Ensemble of Subnetworks
Zhilu Zhang
Vianne R. Gao
M. Sabuncu
UQCV
287
7
0
09 Jun 2021
Regularization in ResNet with Stochastic Depth
Regularization in ResNet with Stochastic DepthNeural Information Processing Systems (NeurIPS), 2021
Soufiane Hayou
Fadhel Ayed
202
17
0
06 Jun 2021
Stable ResNet
Stable ResNetInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2020
Soufiane Hayou
Eugenio Clerico
Bo He
George Deligiannidis
Arnaud Doucet
Judith Rousseau
ODLSSeg
242
63
0
24 Oct 2020
A Gradient Flow Framework For Analyzing Network Pruning
A Gradient Flow Framework For Analyzing Network PruningInternational Conference on Learning Representations (ICLR), 2020
Ekdeep Singh Lubana
Robert P. Dick
437
60
0
24 Sep 2020
Lottery Tickets in Linear Models: An Analysis of Iterative Magnitude
  Pruning
Lottery Tickets in Linear Models: An Analysis of Iterative Magnitude Pruning
Bryn Elesedy
Varun Kanade
Yee Whye Teh
207
31
0
16 Jul 2020
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