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Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 1,596 papers shown

Title
Successive Refinement in Large-Scale Computation: Advancing Model Inference Applications H. Esfahanizadeh Alejandro Cohen S. Shamai Muriel Médard 70 1 0 11 Feb 2024
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications Boyi Wei Kaixuan Huang Yangsibo Huang Tinghao Xie Xiangyu Qi Mengzhou Xia Prateek Mittal Mengdi Wang Peter Henderson AAML 151 118 0 07 Feb 2024
Progressive Gradient Flow for Robust N:M Sparsity Training in Transformers Abhimanyu Bambhaniya Amir Yazdanbakhsh Suvinay Subramanian Sheng-Chun Kao Shivani Agrawal Utku Evci Tushar Krishna 116 19 0 07 Feb 2024
Compressing Deep Reinforcement Learning Networks with a Dynamic Structured Pruning Method for Autonomous Driving Wensheng Su Zhenni Li Minrui Xu Jiawen Kang Dusit Niyato Shengli Xie 77 9 0 07 Feb 2024
Shortened LLaMA: Depth Pruning for Large Language Models with Comparison of Retraining Methods Bo-Kyeong Kim Geonmin Kim Tae-Ho Kim Thibault Castells Shinkook Choi Junho Shin Hyoung-Kyu Song 112 40 0 05 Feb 2024
Learning from Teaching Regularization: Generalizable Correlations Should be Easy to Imitate Can Jin Tong Che Hongwu Peng Yiyuan Li Dimitris N. Metaxas Marco Pavone 135 47 0 05 Feb 2024
Optimal Parameter and Neuron Pruning for Out-of-Distribution Detection Chao Chen Zhihang Fu Kai-Chun Liu Ze Chen Mingyuan Tao Jieping Ye OODD 75 4 0 04 Feb 2024
Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward Arnav Chavan Raghav Magazine Shubham Kushwaha M. Debbah Deepak Gupta 68 23 0 02 Feb 2024
Robustness to distribution shifts of compressed networks for edge devices Lulan Shen Ali Edalati Brett H. Meyer Warren Gross James J. Clark 67 0 0 22 Jan 2024
Dynamic Semantic Compression for CNN Inference in Multi-access Edge Computing: A Graph Reinforcement Learning-based Autoencoder Nana Li Alexandros Iosifidis Qi Zhang 61 2 0 19 Jan 2024
Model Compression Techniques in Biometrics Applications: A Survey Eduarda Caldeira Pedro C. Neto Marco Huber Naser Damer Ana F. Sequeira 117 11 0 18 Jan 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 77 6 0 17 Jan 2024
Stochastic Subnetwork Annealing: A Regularization Technique for Fine Tuning Pruned Subnetworks Tim Whitaker Darrell Whitley 90 0 0 16 Jan 2024
GD doesn't make the cut: Three ways that non-differentiability affects neural network training Siddharth Krishna Kumar AAML 81 3 0 16 Jan 2024
Convolutional Neural Network Compression via Dynamic Parameter Rank Pruning Manish Sharma Jamison Heard Eli Saber Panos P. Markopoulos 69 1 0 15 Jan 2024
UPDP: A Unified Progressive Depth Pruner for CNN and Vision Transformer Ji Liu Dehua Tang Yuanxian Huang Li Zhang Xiaocheng Zeng ... Jinzhang Peng Yu Wang Fan Jiang Lu Tian Ashish Sirasao ViT 62 8 0 12 Jan 2024
Knowledge Translation: A New Pathway for Model Compression Wujie Sun Defang Chen Jiawei Chen Yan Feng Chun-Yen Chen Can Wang 62 0 0 11 Jan 2024
Boosting Defect Detection in Manufacturing using Tensor Convolutional Neural Networks Pablo Martin-Ramiro Unai Sainz de la Maza Sukhbinder Singh Roman Orus Samuel Mugel UQCV 76 3 0 29 Dec 2023
One-Shot Multi-Rate Pruning of Graph Convolutional Networks H. Sahbi 57 0 0 29 Dec 2023
Robust Neural Pruning with Gradient Sampling Optimization for Residual Neural Networks Juyoung Yun 57 1 0 26 Dec 2023
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 72 11 0 23 Dec 2023
Compressing Image-to-Image Translation GANs Using Local Density Structures on Their Learned Manifold Alireza Ganjdanesh Shangqian Gao Hirad Alipanah Heng-Chiao Huang GAN 95 7 0 22 Dec 2023
ElasticTrainer: Speeding Up On-Device Training with Runtime Elastic Tensor Selection Kai Huang Boyuan Yang Wei Gao 93 21 0 21 Dec 2023
Sparse Training for Federated Learning with Regularized Error Correction Ran Greidi Kobi Cohen FedML 122 2 0 21 Dec 2023
The Truth is in There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction Pratyusha Sharma Jordan T. Ash Dipendra Kumar Misra LRM 83 90 0 21 Dec 2023
Model-Based Control with Sparse Neural Dynamics Ziang Liu Genggeng Zhou Jeff He Tobia Marcucci Fei-Fei Li Jiajun Wu Yunzhu Li AI4CE 92 18 0 20 Dec 2023
SCoTTi: Save Computation at Training Time with an adaptive framework Ziyu Li Enzo Tartaglione Van-Tam Nguyen 90 0 0 19 Dec 2023
Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment Lingling Xu Haoran Xie S. J. Qin Xiaohui Tao F. Wang 118 163 0 19 Dec 2023
Continual Learning: Forget-free Winning Subnetworks for Video Representations Haeyong Kang Jaehong Yoon Sung Ju Hwang Chang D. Yoo CLL 135 2 0 19 Dec 2023
Gradient-based Parameter Selection for Efficient Fine-Tuning Zhi Zhang Qizhe Zhang Zijun Gao Renrui Zhang Ekaterina Shutova Shiji Zhou Shanghang Zhang 123 21 0 15 Dec 2023
OTOv3: Automatic Architecture-Agnostic Neural Network Training and Compression from Structured Pruning to Erasing Operators Tianyi Chen Tianyu Ding Zhihui Zhu Zeyu Chen HsiangTao Wu Ilya Zharkov Luming Liang 55 4 0 15 Dec 2023
Achelous++: Power-Oriented Water-Surface Panoptic Perception Framework on Edge Devices based on Vision-Radar Fusion and Pruning of Heterogeneous Modalities Runwei Guan Haocheng Zhao Shanliang Yao Ka Lok Man Xiaohui Zhu ... Yong Yue Jeremy S. Smith Eng Gee Lim Weiping Ding Yutao Yue 77 5 0 14 Dec 2023
DTL: Disentangled Transfer Learning for Visual Recognition Minghao Fu Ke Zhu Jianxin Wu 106 19 0 13 Dec 2023
Class-Aware Pruning for Efficient Neural Networks Mengnan Jiang Jingcun Wang Amro Eldebiky Xunzhao Yin Cheng Zhuo Ing-Chao Lin Grace Li Zhang AAML 80 9 0 10 Dec 2023
Sparse Multitask Learning for Efficient Neural Representation of Motor Imagery and Execution Hye-Bin Shin Kang Yin Seong-Whan Lee 53 0 0 10 Dec 2023
SlimSAM: 0.1% Data Makes Segment Anything Slim Zigeng Chen Gongfan Fang Xinyin Ma Xinchao Wang 103 14 0 08 Dec 2023
Accelerating Convolutional Neural Network Pruning via Spatial Aura Entropy Bogdan Musat Razvan Andonie 55 0 0 08 Dec 2023
Initializing Models with Larger Ones Zhiqiu Xu Yanjie Chen Kirill Vishniakov Yida Yin Zhiqiang Shen Trevor Darrell Lingjie Liu Zhuang Liu 93 21 0 30 Nov 2023
Towards Higher Ranks via Adversarial Weight Pruning Yuchuan Tian Hanting Chen Tianyu Guo Chao Xu Yunhe Wang 63 2 0 29 Nov 2023
LayerCollapse: Adaptive compression of neural networks Soheil Zibakhsh Shabgahi Mohammad Soheil Shariff F. Koushanfar AI4CE 61 1 0 29 Nov 2023
Filter-Pruning of Lightweight Face Detectors Using a Geometric Median Criterion Konstantinos Gkrispanis Nikolaos Gkalelis Vasileios Mezaris VLM CVBM 79 4 0 28 Nov 2023
Relationship between Model Compression and Adversarial Robustness: A Review of Current Evidence Svetlana Pavlitska Hannes Grolig J. Marius Zöllner AAML 138 3 0 27 Nov 2023
Experimental Analysis of Large-scale Learnable Vector Storage Compression Hailin Zhang Penghao Zhao Xupeng Miao Yingxia Shao Zirui Liu Tong Yang Tengjiao Wang 79 13 0 27 Nov 2023
REDS: Resource-Efficient Deep Subnetworks for Dynamic Resource Constraints Francesco Corti Balz Maag Joachim Schauer U. Pferschy O. Saukh 102 2 0 22 Nov 2023
AdaptiveFL: Adaptive Heterogeneous Federated Learning for Resource-Constrained AIoT Systems Chentao Jia Ming Hu Zekai Chen Yanxin Yang Xiaofei Xie Yang Liu Mingsong Chen 96 8 0 22 Nov 2023
Archtree: on-the-fly tree-structured exploration for latency-aware pruning of deep neural networks Rémi Ouazan Reboul Edouard Yvinec Arnaud Dapogny Kévin Bailly 66 0 0 17 Nov 2023
Examining Modularity in Multilingual LMs via Language-Specialized Subnetworks Rochelle Choenni Ekaterina Shutova Daniel H Garrette 85 8 0 14 Nov 2023
Mitigating Backdoors within Deep Neural Networks in Data-limited Configuration Soroush Hashemifar Saeed Parsa Morteza Zakeri-Nasrabadi AAML 69 0 0 13 Nov 2023
AccEPT: An Acceleration Scheme for Speeding Up Edge Pipeline-parallel Training Yuhao Chen Yuxuan Yan Qianqian Yang Yuanchao Shu Shibo He Zhiguo Shi Jiming Chen 82 0 0 10 Nov 2023
Efficient Model-Based Deep Learning via Network Pruning and Fine-Tuning Chicago Y. Park Weijie Gan Zihao Zou Yuyang Hu Zhixin Sun Ulugbek S. Kamilov 66 0 0 03 Nov 2023