All Papers

Title

Title
Efficient Reinforcement Learning by Reducing Forgetting with Elephant Activation Functions Qingfeng Lan Gautham Vasan A. R. Mahmood CLL 34 0 0 23 Sep 2025
LinDeps: A Fine-tuning Free Post-Pruning Method to Remove Layer-Wise Linear Dependencies with Guaranteed Performance Preservation Maxim Henry Adrien Deliège A. Cioppa Marc Van Droogenbroeck VLM 41 0 0 29 Jul 2025
Knowledge Grafting: A Mechanism for Optimizing AI Model Deployment in Resource-Constrained Environments Osama Almurshed Ashish Kaushal Asmail Muftah Nitin Auluck Omer Rana 72 0 0 25 Jul 2025
Search-Optimized Quantization in Biomedical Ontology Alignment Oussama Bouaggad Natalia Grabar MQ 66 0 0 18 Jul 2025
Sparse-Reg: Improving Sample Complexity in Offline Reinforcement Learning using Sparsity Samin Yeasar Arnob Scott Fujimoto Doina Precup OffRL 139 0 0 20 Jun 2025
A geometric framework for momentum-based optimizers for low-rank training Steffen Schotthöfer Timon Klein J. Kusch AI4CE 67 1 0 20 Jun 2025
Frugal Machine Learning for Energy-efficient, and Resource-aware Artificial Intelligence John Violos Konstantina-Christina Diamanti I. Kompatsiaris Symeon Papadopoulos 101 1 0 02 Jun 2025
$Global Minimizers of $\ell^p$-Regularized Objectives Yield the Sparsest ReLU Neural Networks$ Global Minimizers of $\ell^p$ -Regularized Objectives Yield the Sparsest ReLU Neural Networks Julia B. Nakhleh Robert D. Nowak 123 0 0 27 May 2025
Lipschitz Constant Meets Condition Number: Learning Robust and Compact Deep Neural Networks Yangqi Feng S. J. Lin Baoyuan Gao Xian Wei AAML 198 2 0 26 Mar 2025
Optimal Brain Apoptosis Mingyuan Sun Zheng Fang Jiaxu Wang Junjie Jiang Delei Kong Chenming Hu Yuetong Fang Renjing Xu AAML 170 1 0 25 Feb 2025
Pruning-based Data Selection and Network Fusion for Efficient Deep Learning Humaira Kousar Hasnain Irshad Bhatti Jaekyun Moon 172 1 0 03 Jan 2025
MOFHEI: Model Optimizing Framework for Fast and Efficient Homomorphically Encrypted Neural Network Inference Parsa Ghazvinian Robert Podschwadt Prajwal Panzade Mohammad H. Rafiei Daniel Takabi 165 0 0 10 Dec 2024
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models Xiang Meng Kayhan Behdin Haoyue Wang Rahul Mazumder 112 10 0 12 Jun 2024
PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction Shangyu Chen Zizheng Pan Jianfei Cai Dinh Q. Phung 132 4 0 09 Jun 2024
Diverse Subset Selection via Norm-Based Sampling and Orthogonality Noga Bar Raja Giryes CVBM 168 1 0 03 Jun 2024
Effective Interplay between Sparsity and Quantization: From Theory to Practice Simla Burcu Harma Ayan Chakraborty Elizaveta Kostenok Danila Mishin Dongho Ha ... Martin Jaggi Ming Liu Yunho Oh Suvinay Subramanian Amir Yazdanbakhsh MQ 177 16 0 31 May 2024
Separate, Dynamic and Differentiable (SMART) Pruner for Block/Output Channel Pruning on Computer Vision Tasks Guanhua Ding Zexi Ye Zhen Zhong Gang Li David Shao 87 0 0 29 Mar 2024
MGE: A Training-Free and Efficient Model Generation and Enhancement Scheme Xuan Wang Zeshan Pang Yuliang Lu Xuehu Yan 81 0 0 27 Feb 2024
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression Min Wu Weijun Li Lina Yu Wenqiang Li Jingyi Liu Yanjie Li Meilan Hao 105 2 0 25 Jan 2024
Always-Sparse Training by Growing Connections with Guided Stochastic Exploration Mike Heddes Narayan Srinivasa T. Givargis Alexandru Nicolau 351 1 0 12 Jan 2024
Hardware-Aware DNN Compression via Diverse Pruning and Mixed-Precision Quantization K. Balaskas Andreas Karatzas Christos Sad K. Siozios Iraklis Anagnostopoulos Georgios Zervakis Jörg Henkel MQ 108 19 0 23 Dec 2023
Optimizing Dense Feed-Forward Neural Networks Luis Balderas Miguel Lastra José M. Benítez 115 8 0 16 Dec 2023
MaxQ: Multi-Axis Query for N:M Sparsity Network Jingyang Xiang Siqi Li Junhao Chen Zhuangzhi Chen Tianxin Huang Linpeng Peng Yong-Jin Liu 89 0 0 12 Dec 2023
Relationship between Model Compression and Adversarial Robustness: A Review of Current Evidence Svetlana Pavlitska Hannes Grolig J. Marius Zöllner AAML 170 4 0 27 Nov 2023
FlexTrain: A Dynamic Training Framework for Heterogeneous Devices Environments Mert Unsal Ali Maatouk Antonio De Domenico Nicola Piovesan Fadhel Ayed 60 0 0 31 Oct 2023
Elephant Neural Networks: Born to Be a Continual Learner Qingfeng Lan A. Rupam Mahmood CLL 159 10 0 02 Oct 2023
AutoReP: Automatic ReLU Replacement for Fast Private Network Inference Hongwu Peng Shaoyi Huang Tong Zhou Yukui Luo Chenghong Wang ... Tony Geng Kaleel Mahmood Wujie Wen Xiaolin Xu Caiwen Ding OffRL 195 39 0 20 Aug 2023
UPSCALE: Unconstrained Channel Pruning Alvin Wan Hanxiang Hao K. Patnaik Yueyang Xu Omer Hadad David Guera Zhile Ren Qi Shan 93 4 0 17 Jul 2023
Filter Pruning for Efficient CNNs via Knowledge-driven Differential Filter Sampler Shaohui Lin Wenxuan Huang Jiao Xie Baochang Zhang Chunjiang Ge Zhou Yu Jungong Han David Doermann 109 2 0 01 Jul 2023
FalconNet: Factorization for the Light-weight ConvNets Zhicheng Cai Qiu Shen 175 16 0 10 Jun 2023
Magnitude Attention-based Dynamic Pruning Jihye Back Namhyuk Ahn Jang-Hyun Kim 108 2 0 08 Jun 2023
PDP: Parameter-free Differentiable Pruning is All You Need Minsik Cho Saurabh N. Adya Devang Naik VLM 103 13 0 18 May 2023
SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving Minjae Lee Seongmin Park Hyung-Se Kim Minyong Yoon Jangwhan Lee Junwon Choi Nam Sung Kim Mingu Kang Jungwook Choi 3DPC 162 9 0 12 May 2023
Surrogate Lagrangian Relaxation: A Path To Retrain-free Deep Neural Network Pruning Shangli Zhou Mikhail A. Bragin Lynn Pepin Deniz Gurevin Fei Miao Caiwen Ding 81 3 0 08 Apr 2023
A Multi-objective Complex Network Pruning Framework Based on Divide-and-conquer and Global Performance Impairment Ranking Ronghua Shang Songling Zhu Yinan Wu Weitong Zhang Licheng Jiao Songhua Xu 98 0 0 28 Mar 2023
Dynamic Structure Pruning for Compressing CNNs Jun-Hyung Park Yeachan Kim Junho Kim Joon-Young Choi SangKeun Lee GNN 81 22 0 17 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A survey Yang He Lingao Xiao 3DPC 197 194 0 01 Mar 2023
COLT: Cyclic Overlapping Lottery Tickets for Faster Pruning of Convolutional Neural Networks Md. Ismail Hossain Mohammed Rakib M. M. L. Elahi Nabeel Mohammed Shafin Rahman 179 2 0 24 Dec 2022
Pruning On-the-Fly: A Recoverable Pruning Method without Fine-tuning Danyang Liu Xue Liu 84 0 0 24 Dec 2022
All-in-One: A Highly Representative DNN Pruning Framework for Edge Devices with Dynamic Power Management Yifan Gong Zheng Zhan Pu Zhao Yushu Wu Chaoan Wu Caiwen Ding Weiwen Jiang Minghai Qin Yanzhi Wang 93 7 0 09 Dec 2022
Fairify: Fairness Verification of Neural Networks Sumon Biswas Hridesh Rajan 141 30 0 08 Dec 2022
Attend Who is Weak: Pruning-assisted Medical Image Localization under Sophisticated and Implicit Imbalances Ajay Jaiswal Tianlong Chen Justin F. Rousseau Yifan Peng Ying Ding Zhangyang Wang 93 6 0 06 Dec 2022
Learning Low-Rank Representations for Model Compression Zezhou Zhu Yucong Zhou Zhaobai Zhong SSL MQ 101 3 0 21 Nov 2022
Pruning Very Deep Neural Network Channels for Efficient Inference Yihui He 106 2 0 14 Nov 2022
ClassPruning: Speed Up Image Restoration Networks by Dynamic N:M Pruning Yang Zhou Yuda Song Hui Qian Xin Du VLM 85 2 0 10 Nov 2022
A pruning method based on the dissimilarity of angle among channels and filters Jiayi Yao P. Li Xiatao Kang Yuzhe Wang 3DPC 87 4 0 29 Oct 2022
Fast and Low-Memory Deep Neural Networks Using Binary Matrix Factorization Alireza Bordbar M. Kahaei MQ 150 0 0 24 Oct 2022
Attaining Class-level Forgetting in Pretrained Model using Few Samples Pravendra Singh Pratik Mazumder M. A. Karim VLM CLL MU 67 2 0 19 Oct 2022
EAPruning: Evolutionary Pruning for Vision Transformers and CNNs Qingyuan Li Bo Zhang Xiangxiang Chu ViT VLM 87 3 0 01 Oct 2022
Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training Geng Yuan Yanyu Li Sheng Li Zhenglun Kong Sergey Tulyakov Xulong Tang Yanzhi Wang Jian Ren 150 19 0 22 Sep 2022

Title

Efficient Reinforcement Learning by Reducing Forgetting with Elephant Activation Functions

23 Sep 2025

LinDeps: A Fine-tuning Free Post-Pruning Method to Remove Layer-Wise Linear Dependencies with Guaranteed Performance Preservation

Maxim Henry

Adrien Deliège

A. Cioppa

Marc Van Droogenbroeck

VLM

29 Jul 2025

Knowledge Grafting: A Mechanism for Optimizing AI Model Deployment in Resource-Constrained Environments

25 Jul 2025

Search-Optimized Quantization in Biomedical Ontology Alignment

Oussama Bouaggad

Natalia Grabar

18 Jul 2025

Sparse-Reg: Improving Sample Complexity in Offline Reinforcement Learning using Sparsity

139

20 Jun 2025

A geometric framework for momentum-based optimizers for low-rank training

20 Jun 2025

Frugal Machine Learning for Energy-efficient, and Resource-aware Artificial Intelligence

John Violos

Konstantina-Christina Diamanti

I. Kompatsiaris

Symeon Papadopoulos

101

02 Jun 2025

$Global Minimizers of $\ell^p$-Regularized Objectives Yield the Sparsest ReLU Neural Networks$

Global Minimizers of

\ell^p

-Regularized Objectives Yield the Sparsest ReLU Neural Networks

Julia B. Nakhleh

Robert D. Nowak

123

27 May 2025

Lipschitz Constant Meets Condition Number: Learning Robust and Compact Deep Neural Networks

198

26 Mar 2025

Optimal Brain Apoptosis

170

25 Feb 2025

Pruning-based Data Selection and Network Fusion for Efficient Deep Learning

Humaira Kousar

Hasnain Irshad Bhatti

Jaekyun Moon

172

03 Jan 2025

MOFHEI: Model Optimizing Framework for Fast and Efficient Homomorphically Encrypted Neural Network Inference

165

10 Dec 2024

ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models

112

12 Jun 2024

PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction

132

09 Jun 2024

Diverse Subset Selection via Norm-Based Sampling and Orthogonality

Noga Bar

Raja Giryes

CVBM

168

03 Jun 2024

Effective Interplay between Sparsity and Quantization: From Theory to Practice

...

177

31 May 2024

Separate, Dynamic and Differentiable (SMART) Pruner for Block/Output Channel Pruning on Computer Vision Tasks

29 Mar 2024

MGE: A Training-Free and Efficient Model Generation and Enhancement Scheme

27 Feb 2024

PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression

105

25 Jan 2024

Always-Sparse Training by Growing Connections with Guided Stochastic Exploration

351

12 Jan 2024

Hardware-Aware DNN Compression via Diverse Pruning and Mixed-Precision Quantization

Iraklis Anagnostopoulos

Georgios Zervakis

Jörg Henkel

108

23 Dec 2023

Optimizing Dense Feed-Forward Neural Networks

Luis Balderas

Miguel Lastra

José M. Benítez

115

16 Dec 2023

MaxQ: Multi-Axis Query for N:M Sparsity Network

12 Dec 2023

Relationship between Model Compression and Adversarial Robustness: A Review of Current Evidence

Svetlana Pavlitska

Hannes Grolig

J. Marius Zöllner

AAML

170

27 Nov 2023

FlexTrain: A Dynamic Training Framework for Heterogeneous Devices Environments

31 Oct 2023

Elephant Neural Networks: Born to Be a Continual Learner

Qingfeng Lan

A. Rupam Mahmood

CLL

159

02 Oct 2023

AutoReP: Automatic ReLU Replacement for Fast Private Network Inference

Hongwu Peng

...

Caiwen Ding

195

20 Aug 2023

UPSCALE: Unconstrained Channel Pruning

Zhile Ren

17 Jul 2023

Filter Pruning for Efficient CNNs via Knowledge-driven Differential Filter Sampler

Jungong Han

109

01 Jul 2023

FalconNet: Factorization for the Light-weight ConvNets

Zhicheng Cai

Qiu Shen

175

10 Jun 2023

Magnitude Attention-based Dynamic Pruning

Jihye Back

Namhyuk Ahn

Jang-Hyun Kim

108

08 Jun 2023

PDP: Parameter-free Differentiable Pruning is All You Need

Minsik Cho

Saurabh N. Adya

Devang Naik

VLM

103

18 May 2023

SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving

Mingu Kang

162

12 May 2023

Surrogate Lagrangian Relaxation: A Path To Retrain-free Deep Neural Network Pruning

Caiwen Ding

08 Apr 2023

A Multi-objective Complex Network Pruning Framework Based on Divide-and-conquer and Global Performance Impairment Ranking

28 Mar 2023

Dynamic Structure Pruning for Compressing CNNs

17 Mar 2023

Structured Pruning for Deep Convolutional Neural Networks: A survey

Yang He

Lingao Xiao

3DPC

197

194

01 Mar 2023

COLT: Cyclic Overlapping Lottery Tickets for Faster Pruning of Convolutional Neural Networks

Md. Ismail Hossain

179

24 Dec 2022

Pruning On-the-Fly: A Recoverable Pruning Method without Fine-tuning

Danyang Liu

Xue Liu

24 Dec 2022

All-in-One: A Highly Representative DNN Pruning Framework for Edge Devices with Dynamic Power Management

Caiwen Ding

09 Dec 2022

Fairify: Fairness Verification of Neural Networks

Sumon Biswas

Hridesh Rajan

141

08 Dec 2022

Attend Who is Weak: Pruning-assisted Medical Image Localization under Sophisticated and Implicit Imbalances

06 Dec 2022

Learning Low-Rank Representations for Model Compression

101

21 Nov 2022

Pruning Very Deep Neural Network Channels for Efficient Inference

Yihui He

106

14 Nov 2022

ClassPruning: Speed Up Image Restoration Networks by Dynamic N:M Pruning

10 Nov 2022

A pruning method based on the dissimilarity of angle among channels and filters

29 Oct 2022

Fast and Low-Memory Deep Neural Networks Using Binary Matrix Factorization

Alireza Bordbar

M. Kahaei

150

24 Oct 2022

Attaining Class-level Forgetting in Pretrained Model using Few Samples

19 Oct 2022

EAPruning: Evolutionary Pruning for Vision Transformers and CNNs

01 Oct 2022

Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training

150

22 Sep 2022

Title
Efficient Reinforcement Learning by Reducing Forgetting with Elephant Activation Functions Qingfeng Lan Gautham Vasan A. R. Mahmood CLL 34 0 0 23 Sep 2025
LinDeps: A Fine-tuning Free Post-Pruning Method to Remove Layer-Wise Linear Dependencies with Guaranteed Performance Preservation Maxim Henry Adrien Deliège A. Cioppa Marc Van Droogenbroeck VLM 41 0 0 29 Jul 2025
Knowledge Grafting: A Mechanism for Optimizing AI Model Deployment in Resource-Constrained Environments Osama Almurshed Ashish Kaushal Asmail Muftah Nitin Auluck Omer Rana 72 0 0 25 Jul 2025
Search-Optimized Quantization in Biomedical Ontology Alignment Oussama Bouaggad Natalia Grabar MQ 66 0 0 18 Jul 2025
Sparse-Reg: Improving Sample Complexity in Offline Reinforcement Learning using Sparsity Samin Yeasar Arnob Scott Fujimoto Doina Precup OffRL 139 0 0 20 Jun 2025
A geometric framework for momentum-based optimizers for low-rank training Steffen Schotthöfer Timon Klein J. Kusch AI4CE 67 1 0 20 Jun 2025
Frugal Machine Learning for Energy-efficient, and Resource-aware Artificial Intelligence John Violos Konstantina-Christina Diamanti I. Kompatsiaris Symeon Papadopoulos 101 1 0 02 Jun 2025
$Global Minimizers of $\ell^p$-Regularized Objectives Yield the Sparsest ReLU Neural Networks$ Global Minimizers of $\ell^p$ -Regularized Objectives Yield the Sparsest ReLU Neural Networks Julia B. Nakhleh Robert D. Nowak 123 0 0 27 May 2025
Lipschitz Constant Meets Condition Number: Learning Robust and Compact Deep Neural Networks Yangqi Feng S. J. Lin Baoyuan Gao Xian Wei AAML 198 2 0 26 Mar 2025
Optimal Brain Apoptosis Mingyuan Sun Zheng Fang Jiaxu Wang Junjie Jiang Delei Kong Chenming Hu Yuetong Fang Renjing Xu AAML 170 1 0 25 Feb 2025
Pruning-based Data Selection and Network Fusion for Efficient Deep Learning Humaira Kousar Hasnain Irshad Bhatti Jaekyun Moon 172 1 0 03 Jan 2025
MOFHEI: Model Optimizing Framework for Fast and Efficient Homomorphically Encrypted Neural Network Inference Parsa Ghazvinian Robert Podschwadt Prajwal Panzade Mohammad H. Rafiei Daniel Takabi 165 0 0 10 Dec 2024
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models Xiang Meng Kayhan Behdin Haoyue Wang Rahul Mazumder 112 10 0 12 Jun 2024
PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction Shangyu Chen Zizheng Pan Jianfei Cai Dinh Q. Phung 132 4 0 09 Jun 2024
Diverse Subset Selection via Norm-Based Sampling and Orthogonality Noga Bar Raja Giryes CVBM 168 1 0 03 Jun 2024
Effective Interplay between Sparsity and Quantization: From Theory to Practice Simla Burcu Harma Ayan Chakraborty Elizaveta Kostenok Danila Mishin Dongho Ha ... Martin Jaggi Ming Liu Yunho Oh Suvinay Subramanian Amir Yazdanbakhsh MQ 177 16 0 31 May 2024
Separate, Dynamic and Differentiable (SMART) Pruner for Block/Output Channel Pruning on Computer Vision Tasks Guanhua Ding Zexi Ye Zhen Zhong Gang Li David Shao 87 0 0 29 Mar 2024
MGE: A Training-Free and Efficient Model Generation and Enhancement Scheme Xuan Wang Zeshan Pang Yuliang Lu Xuehu Yan 81 0 0 27 Feb 2024
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression Min Wu Weijun Li Lina Yu Wenqiang Li Jingyi Liu Yanjie Li Meilan Hao 105 2 0 25 Jan 2024
Always-Sparse Training by Growing Connections with Guided Stochastic Exploration Mike Heddes Narayan Srinivasa T. Givargis Alexandru Nicolau 351 1 0 12 Jan 2024
Hardware-Aware DNN Compression via Diverse Pruning and Mixed-Precision Quantization K. Balaskas Andreas Karatzas Christos Sad K. Siozios Iraklis Anagnostopoulos Georgios Zervakis Jörg Henkel MQ 108 19 0 23 Dec 2023
Optimizing Dense Feed-Forward Neural Networks Luis Balderas Miguel Lastra José M. Benítez 115 8 0 16 Dec 2023
MaxQ: Multi-Axis Query for N:M Sparsity Network Jingyang Xiang Siqi Li Junhao Chen Zhuangzhi Chen Tianxin Huang Linpeng Peng Yong-Jin Liu 89 0 0 12 Dec 2023
Relationship between Model Compression and Adversarial Robustness: A Review of Current Evidence Svetlana Pavlitska Hannes Grolig J. Marius Zöllner AAML 170 4 0 27 Nov 2023
FlexTrain: A Dynamic Training Framework for Heterogeneous Devices Environments Mert Unsal Ali Maatouk Antonio De Domenico Nicola Piovesan Fadhel Ayed 60 0 0 31 Oct 2023
Elephant Neural Networks: Born to Be a Continual Learner Qingfeng Lan A. Rupam Mahmood CLL 159 10 0 02 Oct 2023
AutoReP: Automatic ReLU Replacement for Fast Private Network Inference Hongwu Peng Shaoyi Huang Tong Zhou Yukui Luo Chenghong Wang ... Tony Geng Kaleel Mahmood Wujie Wen Xiaolin Xu Caiwen Ding OffRL 195 39 0 20 Aug 2023
UPSCALE: Unconstrained Channel Pruning Alvin Wan Hanxiang Hao K. Patnaik Yueyang Xu Omer Hadad David Guera Zhile Ren Qi Shan 93 4 0 17 Jul 2023
Filter Pruning for Efficient CNNs via Knowledge-driven Differential Filter Sampler Shaohui Lin Wenxuan Huang Jiao Xie Baochang Zhang Chunjiang Ge Zhou Yu Jungong Han David Doermann 109 2 0 01 Jul 2023
FalconNet: Factorization for the Light-weight ConvNets Zhicheng Cai Qiu Shen 175 16 0 10 Jun 2023
Magnitude Attention-based Dynamic Pruning Jihye Back Namhyuk Ahn Jang-Hyun Kim 108 2 0 08 Jun 2023
PDP: Parameter-free Differentiable Pruning is All You Need Minsik Cho Saurabh N. Adya Devang Naik VLM 103 13 0 18 May 2023
SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving Minjae Lee Seongmin Park Hyung-Se Kim Minyong Yoon Jangwhan Lee Junwon Choi Nam Sung Kim Mingu Kang Jungwook Choi 3DPC 162 9 0 12 May 2023
Surrogate Lagrangian Relaxation: A Path To Retrain-free Deep Neural Network Pruning Shangli Zhou Mikhail A. Bragin Lynn Pepin Deniz Gurevin Fei Miao Caiwen Ding 81 3 0 08 Apr 2023
A Multi-objective Complex Network Pruning Framework Based on Divide-and-conquer and Global Performance Impairment Ranking Ronghua Shang Songling Zhu Yinan Wu Weitong Zhang Licheng Jiao Songhua Xu 98 0 0 28 Mar 2023
Dynamic Structure Pruning for Compressing CNNs Jun-Hyung Park Yeachan Kim Junho Kim Joon-Young Choi SangKeun Lee GNN 81 22 0 17 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A survey Yang He Lingao Xiao 3DPC 197 194 0 01 Mar 2023
COLT: Cyclic Overlapping Lottery Tickets for Faster Pruning of Convolutional Neural Networks Md. Ismail Hossain Mohammed Rakib M. M. L. Elahi Nabeel Mohammed Shafin Rahman 179 2 0 24 Dec 2022
Pruning On-the-Fly: A Recoverable Pruning Method without Fine-tuning Danyang Liu Xue Liu 84 0 0 24 Dec 2022
All-in-One: A Highly Representative DNN Pruning Framework for Edge Devices with Dynamic Power Management Yifan Gong Zheng Zhan Pu Zhao Yushu Wu Chaoan Wu Caiwen Ding Weiwen Jiang Minghai Qin Yanzhi Wang 93 7 0 09 Dec 2022
Fairify: Fairness Verification of Neural Networks Sumon Biswas Hridesh Rajan 141 30 0 08 Dec 2022
Attend Who is Weak: Pruning-assisted Medical Image Localization under Sophisticated and Implicit Imbalances Ajay Jaiswal Tianlong Chen Justin F. Rousseau Yifan Peng Ying Ding Zhangyang Wang 93 6 0 06 Dec 2022
Learning Low-Rank Representations for Model Compression Zezhou Zhu Yucong Zhou Zhaobai Zhong SSL MQ 101 3 0 21 Nov 2022
Pruning Very Deep Neural Network Channels for Efficient Inference Yihui He 106 2 0 14 Nov 2022
ClassPruning: Speed Up Image Restoration Networks by Dynamic N:M Pruning Yang Zhou Yuda Song Hui Qian Xin Du VLM 85 2 0 10 Nov 2022
A pruning method based on the dissimilarity of angle among channels and filters Jiayi Yao P. Li Xiatao Kang Yuzhe Wang 3DPC 87 4 0 29 Oct 2022
Fast and Low-Memory Deep Neural Networks Using Binary Matrix Factorization Alireza Bordbar M. Kahaei MQ 150 0 0 24 Oct 2022
Attaining Class-level Forgetting in Pretrained Model using Few Samples Pravendra Singh Pratik Mazumder M. A. Karim VLM CLL MU 67 2 0 19 Oct 2022
EAPruning: Evolutionary Pruning for Vision Transformers and CNNs Qingyuan Li Bo Zhang Xiangxiang Chu ViT VLM 87 3 0 01 Oct 2022
Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training Geng Yuan Yanyu Li Sheng Li Zhenglun Kong Sergey Tulyakov Xulong Tang Yanzhi Wang Jian Ren 150 19 0 22 Sep 2022

Title

Efficient Reinforcement Learning by Reducing Forgetting with Elephant Activation Functions

23 Sep 2025

LinDeps: A Fine-tuning Free Post-Pruning Method to Remove Layer-Wise Linear Dependencies with Guaranteed Performance Preservation

Maxim Henry

Adrien Deliège

A. Cioppa

Marc Van Droogenbroeck