Importance Estimation for Neural Network Pruning

25 June 2019

Papers citing "Importance Estimation for Neural Network Pruning"

50 / 439 papers shown

Title
Addition is almost all you need: Compressing neural networks with double binary factorization Vladimír Boža Vladimír Macko MQ 17 0 0 16 May 2025
PDE: Gene Effect Inspired Parameter Dynamic Evolution for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Hua Huang DiffM 29 0 0 14 May 2025
Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments Ibne Farabi Shihab Sanjeda Akter Anuj Sharma Mamba 48 0 0 13 May 2025
GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance Jinuk Kim Marwa El Halabi W. Park Clemens JS Schaefer Deokjae Lee Yeonhong Park Jae W. Lee Hyun Oh Song MQ 34 0 0 11 May 2025
Sponge Attacks on Sensing AI: Energy-Latency Vulnerabilities and Defense via Model Pruning Syed Mhamudul Hasan Hussein Zangoti Iraklis Anagnostopoulos Abdur R. Shahid AAML 34 0 0 09 May 2025
Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient Training Lexington Whalen Zhenbang Du Haoran You Chaojian Li Sixu Li Yingyan 41 0 0 13 Apr 2025
The Effects of Grouped Structural Global Pruning of Vision Transformers on Domain Generalisation Hamza Riaz Alan F. Smeaton ViT 30 0 0 05 Apr 2025
MDP: Multidimensional Vision Model Pruning with Latency Constraint Xinglong Sun Barath Lakshmanan Maying Shen Shiyi Lan Jingde Chen Jose M. Alvarez VLM 49 0 0 02 Apr 2025
Efficient Token Compression for Vision Transformer with Spatial Information Preserved Junzhu Mao Yang Shen Jinyang Guo Yazhou Yao Xiansheng Hua ViT 36 0 0 30 Mar 2025
Maximum Redundancy Pruning: A Principle-Driven Layerwise Sparsity Allocation for LLMs Chang Gao Kang Zhao Jianfei Chen Liping Jing 44 0 0 24 Mar 2025
SSVQ: Unleashing the Potential of Vector Quantization with Sign-Splitting Shuaiting Li Juncan Deng Chenxuan Wang Kedong Xu Rongtao Deng Hong Gu Haibin Shen Kejie Huang MQ 53 0 0 11 Mar 2025
Towards Superior Quantization Accuracy: A Layer-sensitive Approach Feng Zhang Yanbin Liu Weihua Li Jie Lv Xiaodan Wang Q. Bai MQ 55 0 0 09 Mar 2025
IDEA Prune: An Integrated Enlarge-and-Prune Pipeline in Generative Language Model Pretraining Yixiao Li Xianzhi Du Ajay Jaiswal Tao Lei T. Zhao Chong-Jun Wang Jianyu Wang 50 1 0 07 Mar 2025
On Pruning State-Space LLMs Tamer Ghattas Michael Hassid Roy Schwartz 59 1 0 26 Feb 2025
Optimal Brain Apoptosis Mingyuan Sun Zheng Fang Jiaxu Wang Junjie Jiang Delei Kong Chenming Hu Yuetong Fang Renjing Xu AAML 71 0 0 25 Feb 2025
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time Matteo Risso Alessio Burrello Daniele Jahier Pagliari 46 0 0 24 Feb 2025
Training-Free Restoration of Pruned Neural Networks Keonho Lee Minsoo Kim Dong-Wan Choi 54 0 0 06 Feb 2025
Advancing Weight and Channel Sparsification with Enhanced Saliency Xinglong Sun Maying Shen Hongxu Yin Lei Mao Pavlo Molchanov Jose M. Alvarez 54 1 0 05 Feb 2025
B-FPGM: Lightweight Face Detection via Bayesian-Optimized Soft FPGM Pruning Nikolaos Kaparinos Vasileios Mezaris CVBM 55 0 0 28 Jan 2025
Path Analysis for Effective Fault Localization in Deep Neural Networks Soroush Hashemifar Saeed Parsa A. Kalaee AAML 44 0 0 28 Jan 2025
UPAQ: A Framework for Real-Time and Energy-Efficient 3D Object Detection in Autonomous Vehicles Abhishek Balasubramaniam Febin P. Sunny S. Pasricha 3DPC 44 0 0 08 Jan 2025
Sample Correlation for Fingerprinting Deep Face Recognition Jiyang Guan Jian Liang Yanbo Wang Ran He AAML 33 0 0 31 Dec 2024
SlimGPT: Layer-wise Structured Pruning for Large Language Models Gui Ling Ziyang Wang Yuliang Yan Qingwen Liu 36 2 0 24 Dec 2024
Rethinking Model Redundancy for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Wanxuan Lu Hua Huang 79 0 0 21 Dec 2024
QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models Changhai Zhou Yuhua Zhou Shijie Han Qian Qiao Hongguang Li MQ 82 0 0 16 Dec 2024
Behavior Backdoor for Deep Learning Models J. T. Wang Pengfei Zhang R. Tao Jian Yang Hao Liu X. Liu Y. X. Wei Yao Zhao AAML 83 0 0 02 Dec 2024
Vision Technologies with Applications in Traffic Surveillance Systems: A Holistic Survey Wei Zhou Lei Zhao Runyu Zhang Yifan Cui Hongpu Huang Kun Qie Chen Wang AI4TS 73 0 0 30 Nov 2024
Is Oracle Pruning the True Oracle? Sicheng Feng Keda Tao Haoyu Wang VLM 70 0 0 28 Nov 2024
FREE-Merging: Fourier Transform for Efficient Model Merging Shenghe Zheng Hongzhi Wang MoMe 77 1 0 25 Nov 2024
FGP: Feature-Gradient-Prune for Efficient Convolutional Layer Pruning Qingsong Lv Jiasheng Sun Sheng Zhou Xuzhi Zhang Liangcheng Li Yun Gao Sun Qiao Jie Song Jiajun Bu AAML 64 0 0 19 Nov 2024
Electrostatic Force Regularization for Neural Structured Pruning Abdesselam Ferdi A. Taleb-Ahmed A. Nakib Youcef Ferdi 76 1 0 17 Nov 2024
HAFLQ: Heterogeneous Adaptive Federated LoRA Fine-tuned LLM with Quantization Yang Su Na Yan Yansha Deng Mischa Dohler Robert Schober 37 0 0 10 Nov 2024
Expanding Sparse Tuning for Low Memory Usage Shufan Shen Junshu Sun Xiangyang Ji Qingming Huang Shuhui Wang 45 0 0 04 Nov 2024
Magnitude Pruning of Large Pretrained Transformer Models with a Mixture Gaussian Prior Mingxuan Zhang Y. Sun F. Liang 34 0 0 01 Nov 2024
DeepCore: Simple Fingerprint Construction for Differentiating Homologous and Piracy Models Haifeng Sun Lan Zhang Xiang-Yang Li 59 0 0 01 Nov 2024
Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning Yongxin Xu Ruizhe Zhang Xinke Jiang Yujie Feng Yuzhen Xiao Xinyu Ma Runchuan Zhu Xu Chu Junfeng Zhao Yasha Wang KELM 22 4 0 14 Oct 2024
CleanUMamba: A Compact Mamba Network for Speech Denoising using Channel Pruning Sjoerd Groot Qinyu Chen Jan C. van Gemert Chang Gao Mamba 132 0 0 14 Oct 2024
Arrhythmia Classification Using Graph Neural Networks Based on Correlation Matrix Seungwoo Han 20 0 0 14 Oct 2024
Neural Metamorphosis Xingyi Yang Xinchao Wang 33 1 0 10 Oct 2024
Superficial Safety Alignment Hypothesis Jianwei Li Jung-Eun Kim 24 1 0 07 Oct 2024
EntryPrune: Neural Network Feature Selection using First Impressions Felix Zimmer Patrik Okanovic Torsten Hoefler 26 0 0 03 Oct 2024
Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training Pihe Hu Shaolong Li Zhuoran Li L. Pan Longbo Huang 21 0 0 28 Sep 2024
Mitigating Selection Bias with Node Pruning and Auxiliary Options Hyeong Kyu Choi Weijie Xu Chi Xue Stephanie Eckman Chandan K. Reddy 31 1 0 27 Sep 2024
MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models Gongfan Fang Hongxu Yin Saurav Muralidharan Greg Heinrich Jeff Pool Jan Kautz Pavlo Molchanov Xinchao Wang 35 3 0 26 Sep 2024
Mixture of Efficient Diffusion Experts Through Automatic Interval and Sub-Network Selection Alireza Ganjdanesh Yan Kang Yuchen Liu Richard Y. Zhang Zhe Lin Heng Huang DiffM 37 2 0 23 Sep 2024
OStr-DARTS: Differentiable Neural Architecture Search based on Operation Strength Le Yang Ziwei Zheng Yizeng Han Shiji Song Gao Huang Fan Li 21 1 0 22 Sep 2024
A Bayesian Interpretation of Adaptive Low-Rank Adaptation Haolin Chen Philip N. Garner 55 1 0 16 Sep 2024
Learn from Balance: Rectifying Knowledge Transfer for Long-Tailed Scenarios Xinlei Huang Jialiang Tang Xubin Zheng Jinjia Zhou Wenxin Yu Ning Jiang 40 0 0 12 Sep 2024
Step-by-Step Unmasking for Parameter-Efficient Fine-tuning of Large Language Models Aradhye Agarwal Suhas K Ramesh Ayan Sengupta Tanmoy Chakraborty 25 1 0 26 Aug 2024
A Greedy Hierarchical Approach to Whole-Network Filter-Pruning in CNNs Kiran Purohit Anurag Parvathgari Sourangshu Bhattacharya VLM 46 0 0 22 Aug 2024