Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

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Title
Computation and Communication Efficient Lightweighting Vertical Federated Learning for Smart Building IoT Heqiang Wang Jieming Bian Lei Wang Jia Zhou Weihong Yang Xiaoxiong Zhong FedML 42 0 0 30 Mar 2024
Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang 36 5 0 28 Mar 2024
Dense Vision Transformer Compression with Few Samples Hanxiao Zhang Yifan Zhou Guo-Hua Wang Jianxin Wu ViT VLM 39 1 0 27 Mar 2024
The Need for Speed: Pruning Transformers with One Recipe Samir Khaki Konstantinos N. Plataniotis 42 10 0 26 Mar 2024
The Unreasonable Ineffectiveness of the Deeper Layers Andrey Gromov Kushal Tirumala Hassan Shapourian Paolo Glorioso Daniel A. Roberts 54 83 0 26 Mar 2024
Insights into the Lottery Ticket Hypothesis and Iterative Magnitude Pruning Tausifa Jan Saleem Ramanjit Ahuja Surendra Prasad Brejesh Lall 31 0 0 22 Mar 2024
Hierarchical Skip Decoding for Efficient Autoregressive Text Generation Yunqi Zhu Xuebing Yang Yuanyuan Wu Wensheng Zhang 33 3 0 22 Mar 2024
Tensor network compressibility of convolutional models Sukhbinder Singh S. Jahromi Roman Orus 33 2 0 21 Mar 2024
Auto-Train-Once: Controller Network Guided Automatic Network Pruning from Scratch Xidong Wu Shangqian Gao Zeyu Zhang Zhenzhen Li Runxue Bao Yanfu Zhang Xiaoqian Wang Heng-Chiao Huang 41 8 0 21 Mar 2024
Evaluating Unsupervised Dimensionality Reduction Methods for Pretrained Sentence Embeddings Gaifan Zhang Yi Zhou Danushka Bollegala 50 4 0 20 Mar 2024
Pruning for Improved ADC Efficiency in Crossbar-based Analog In-memory Accelerators Timur Ibrayev Isha Garg I. Chakraborty Kaushik Roy 25 0 0 19 Mar 2024
LNPT: Label-free Network Pruning and Training Jinying Xiao Ping Li Zhe Tang Jie Nie 38 2 0 19 Mar 2024
Compositional Kronecker Context Optimization for Vision-Language Models Kun Ding Xiaohui Li Qiang Yu Ying Wang Haojian Zhang Shiming Xiang VLM 44 0 0 18 Mar 2024
Adversarial Fine-tuning of Compressed Neural Networks for Joint Improvement of Robustness and Efficiency Hallgrimur Thorsteinsson Valdemar J Henriksen Tong Chen Raghavendra Selvan AAML 48 1 0 14 Mar 2024
Random Search as a Baseline for Sparse Neural Network Architecture Search Rezsa Farahani 36 0 0 13 Mar 2024
CoroNetGAN: Controlled Pruning of GANs via Hypernetworks Aman Kumar Khushboo Anand Shubham Mandloi Ashutosh Mishra Avinash Thakur Neeraj Kasera Prathosh A P 30 3 0 13 Mar 2024
Maxwell's Demon at Work: Efficient Pruning by Leveraging Saturation of Neurons Simon Dufort-Labbé P. DÓro Evgenii Nikishin Razvan Pascanu Pierre-Luc Bacon A. Baratin 45 1 0 12 Mar 2024
COMQ: A Backpropagation-Free Algorithm for Post-Training Quantization Aozhong Zhang Zi Yang Naigang Wang Yingyong Qin Jack Xin Xin Li Penghang Yin VLM MQ 46 3 0 11 Mar 2024
Ensemble Quadratic Assignment Network for Graph Matching Haoru Tan Chuang Wang Sitong Wu Xu-Yao Zhang Fei Yin Cheng-Lin Liu 34 3 0 11 Mar 2024
Enhanced Sparsification via Stimulative Training Shengji Tang Weihao Lin Hancheng Ye Peng Ye Chong Yu Baopu Li Tao Chen 40 2 0 11 Mar 2024
A Survey of Lottery Ticket Hypothesis Bohan Liu Zijie Zhang Peixiong He Zhensen Wang Yang Xiao Ruimeng Ye Yang Zhou Wei-Shinn Ku Bo Hui UQCV 47 12 0 07 Mar 2024
Better Schedules for Low Precision Training of Deep Neural Networks Cameron R. Wolfe Anastasios Kyrillidis 47 1 0 04 Mar 2024
Structurally Prune Anything: Any Architecture, Any Framework, Any Time Xun Wang John Rachwan Stephan Günnemann Bertrand Charpentier 46 4 0 03 Mar 2024
OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization Xiang Meng Shibal Ibrahim Kayhan Behdin Hussein Hazimeh Natalia Ponomareva Rahul Mazumder VLM 49 5 0 02 Mar 2024
DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models Zhekai Zhang Tianle Cai Jiaxin Cao Qinsheng Zhang Han Cai Junjie Bai Yangqing Jia Ming-Yu Liu Kai Li Song Han DiffM 37 41 0 29 Feb 2024
T3DNet: Compressing Point Cloud Models for Lightweight 3D Recognition Zhiyuan Yang Yunjiao Zhou Lihua Xie Jianfei Yang 3DPC 40 1 0 29 Feb 2024
Towards Explaining Deep Neural Network Compression Through a Probabilistic Latent Space Mahsa Mozafari-Nia Salimeh Yasaei Sekeh 23 0 0 29 Feb 2024
REPrune: Channel Pruning via Kernel Representative Selection Mincheol Park Dongjin Kim Cheonjun Park Yuna Park Gyeong Eun Gong Won Woo Ro Suhyun Kim VLM 49 1 0 27 Feb 2024
SPC-NeRF: Spatial Predictive Compression for Voxel Based Radiance Field Zetian Song Wenhong Duan Yuhuai Zhang Shiqi Wang Siwei Ma Wen Gao 25 2 0 26 Feb 2024
CST: Calibration Side-Tuning for Parameter and Memory Efficient Transfer Learning Feng Chen 29 0 0 20 Feb 2024
Efficient Parameter Mining and Freezing for Continual Object Detection Angelo G. Menezes Augusto J. Peterlevitz Mateus A. Chinelatto André C. P. L. F. de Carvalho 40 0 0 20 Feb 2024
FedLPS: Heterogeneous Federated Learning for Multiple Tasks with Local Parameter Sharing Yongzhe Jia Xuyun Zhang Amin Beheshti Wanchun Dou FedML 27 5 0 13 Feb 2024
Successive Refinement in Large-Scale Computation: Advancing Model Inference Applications H. Esfahanizadeh Alejandro Cohen S. Shamai Muriel Médard 34 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 63 84 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 54 14 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 25 8 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 62 30 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 44 44 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 38 3 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 23 18 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 33 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 30 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 40 11 0 18 Jan 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 43 5 0 17 Jan 2024
Stochastic Subnetwork Annealing: A Regularization Technique for Fine Tuning Pruned Subnetworks Tim Whitaker Darrell Whitley 35 0 0 16 Jan 2024
GD doesn't make the cut: Three ways that non-differentiability affects neural network training Siddharth Krishna Kumar AAML 26 2 0 16 Jan 2024
Convolutional Neural Network Compression via Dynamic Parameter Rank Pruning Manish Sharma Jamison Heard Eli Saber Panos P. Markopoulos 31 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-Chiang Frank Wang Fan Jiang Lu Tian Ashish Sirasao ViT 29 7 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 31 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 43 2 0 29 Dec 2023