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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
Efficient and Privacy-Preserving Soft Prompt Transfer for LLMs Xun Wang Jing Xu Franziska Boenisch Michael Backes Christopher A. Choquette-Choo Adam Dziedzic AAML 28 0 0 19 Jun 2025
Hyperpruning: Efficient Search through Pruned Variants of Recurrent Neural Networks Leveraging Lyapunov Spectrum Caleb Zheng Eli Shlizerman 15 0 0 09 Jun 2025
Come Together, But Not Right Now: A Progressive Strategy to Boost Low-Rank Adaptation Zhan Zhuang Xiequn Wang Wei Li Yulong Zhang Qiushi Huang ... Yanbin Wei Yuhe Nie Kede Ma Yu Zhang Ying Wei 55 0 0 06 Jun 2025
HAM: A Hyperbolic Step to Regulate Implicit Bias Tom Jacobs Advait Gadhikar Celia Rubio-Madrigal R. Burkholz 74 0 0 03 Jun 2025
The Promise of Spiking Neural Networks for Ubiquitous Computing: A Survey and New Perspectives Hemanth Sabbella Archit Mukherjee Thivya Kandappu Sounak Dey Arpan Pal Archan Misra Dong Ma AI4TS 63 0 0 02 Jun 2025
Frugal Machine Learning for Energy-efficient, and Resource-aware Artificial Intelligence John Violos Konstantina-Christina Diamanti I. Kompatsiaris Symeon Papadopoulos 63 0 0 02 Jun 2025
It Takes a Good Model to Train a Good Model: Generalized Gaussian Priors for Optimized LLMs Jun Wu Yirong Xiong Jiangtao Wen Yuxing Han 31 0 0 31 May 2025
Smooth Model Compression without Fine-Tuning Christina Runkel Natacha Kuete Meli Jovita Lukasik A. Biguri Carola-Bibiane Schönlieb Michael Moeller 35 0 0 30 May 2025
ACE: Exploring Activation Cosine Similarity and Variance for Accurate and Calibration-Efficient LLM Pruning Zhendong Mi Zhenglun Kong Geng Yuan Shaoyi Huang 51 0 0 28 May 2025
FCOS: A Two-Stage Recoverable Model Pruning Framework for Automatic Modulation Recognition Yao Lu Tengfei Ma Zeyu Wang Z. Chen Dongwei Xu Yun Lin Qi Xuan Guan Gui 39 1 0 27 May 2025
Sparsified State-Space Models are Efficient Highway Networks Woomin Song Jihoon Tack Sangwoo Mo Seunghyuk Oh Jinwoo Shin Mamba 39 0 0 27 May 2025
Grokking ExPLAIND: Unifying Model, Data, and Training Attribution to Study Model Behavior Florian Eichin Yupei Du Philipp Mondorf Barbara Plank Michael A. Hedderich FAtt 148 0 0 26 May 2025
Meta Pruning via Graph Metanetworks : A Meta Learning Framework for Network Pruning Yewei Liu Xiyuan Wang Muhan Zhang DD GNN 53 0 0 24 May 2025
PacTrain: Pruning and Adaptive Sparse Gradient Compression for Efficient Collective Communication in Distributed Deep Learning Yisu Wang Ruilong Wu Xinjiao Li Dirk Kutscher 235 0 0 24 May 2025
Leveraging Stochastic Depth Training for Adaptive Inference Guilherme Korol Antonio Carlos Schneider Beck Jeronimo Castrillon 187 0 0 23 May 2025
An Analysis of Concept Bottleneck Models: Measuring, Understanding, and Mitigating the Impact of Noisy Annotations Seonghwan Park Jueun Mun Donghyun Oh Namhoon Lee 43 0 0 22 May 2025
Void in Language Models Mani Shemiranifar 62 0 0 20 May 2025
Automatic Complementary Separation Pruning Toward Lightweight CNNs David Levin Gonen Singer 64 0 0 19 May 2025
Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments Ibne Farabi Shihab Sanjeda Akter Anuj Sharma Mamba 134 1 0 13 May 2025
ICE-Pruning: An Iterative Cost-Efficient Pruning Pipeline for Deep Neural Networks Wenhao Hu Paul Henderson José Cano 124 0 0 12 May 2025
ORXE: Orchestrating Experts for Dynamically Configurable Efficiency Qingyuan Wang Guoxin Wang B. Cardiff Deepu John 94 0 0 07 May 2025
How to Train Your Metamorphic Deep Neural Network Thomas Sommariva Simone Calderara Angelo Porrello 56 0 0 07 May 2025
PROM: Prioritize Reduction of Multiplications Over Lower Bit-Widths for Efficient CNNs Lukas Meiner Jens Mehnert Alexandru Paul Condurache MQ 167 0 0 06 May 2025
Optimizing Mouse Dynamics for User Authentication by Machine Learning: Addressing Data Sufficiency, Accuracy-Practicality Trade-off, and Model Performance Challenges Yi Wang Chengyv Wu Yang Liao Maowei You AAML 214 0 0 30 Apr 2025
BackSlash: Rate Constrained Optimized Training of Large Language Models Jun Wu Jiangtao Wen Yuxing Han 150 1 0 23 Apr 2025
From Large to Super-Tiny: End-to-End Optimization for Cost-Efficient LLMs Jiliang Ni Jiachen Pu Zhongyi Yang Kun Zhou Hui Wang Xiaoliang Xiao Dakui Wang Xin Li Jingfeng Luo Conggang Hu 129 0 0 18 Apr 2025
CUT: Pruning Pre-Trained Multi-Task Models into Compact Models for Edge Devices Jingxuan Zhou Weidong Bao Ji Wang Zhengyi Zhong 55 0 0 14 Apr 2025
Tin-Tin: Towards Tiny Learning on Tiny Devices with Integer-based Neural Network Training Yi Hu Jinhang Zuo Eddie Zhang Bob Iannucci Carlee Joe-Wong 100 0 0 13 Apr 2025
Sparse Hybrid Linear-Morphological Networks Konstantinos Fotopoulos C. Garoufis Petros Maragos 40 0 0 12 Apr 2025
Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models Yoojin Jung Byung Cheol Song AAML VLM MQ 91 0 0 07 Apr 2025
The Effects of Grouped Structural Global Pruning of Vision Transformers on Domain Generalisation Hamza Riaz Alan F. Smeaton ViT 69 0 0 05 Apr 2025
Efficient FPGA-accelerated Convolutional Neural Networks for Cloud Detection on CubeSats Angela Cratere M. Salim Farissi Andrea Carbone Marcello Asciolla Maria Rizzi Francesco DellÓlio Augusto Nascetti Dario Spiller 159 2 0 04 Apr 2025
MDP: Multidimensional Vision Model Pruning with Latency Constraint Xinglong Sun Barath Lakshmanan Maying Shen Shiyi Lan Jingde Chen Jose M. Alvarez VLM 139 0 0 02 Apr 2025
Optimization of Layer Skipping and Frequency Scaling for Convolutional Neural Networks under Latency Constraint Minh David Thao Chan Ruoyu Zhao Yukuan Jia Ruiqing Mao Sheng Zhou 80 0 0 31 Mar 2025
KernelDNA: Dynamic Kernel Sharing via Decoupled Naive Adapters Haiduo Huang Yadong Zhang Pengju Ren 117 0 0 30 Mar 2025
An Efficient Training Algorithm for Models with Block-wise Sparsity Ding Zhu Zhiqun Zuo Mohammad Mahdi Khalili 55 0 0 27 Mar 2025
Temporal Action Detection Model Compression by Progressive Block Drop Xiaoyong Chen Yong Guo Jiaming Liang Sitong Zhuang Runhao Zeng Xiping Hu 92 0 0 21 Mar 2025
Upcycling Text-to-Image Diffusion Models for Multi-Task Capabilities Ruchika Chavhan Abhinav Mehrotra Malcolm Chadwick Alberto Gil C. P. Ramos Luca Morreale Mehdi Noroozi Sourav Bhattacharya 91 0 0 14 Mar 2025
Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models Reza Shirkavand Peiran Yu Shangqian Gao Gowthami Somepalli Tom Goldstein Heng-Chiao Huang 193 2 0 13 Mar 2025
Poly-MgNet: Polynomial Building Blocks in Multigrid-Inspired ResNets Antonia van Betteray Matthias Rottmann Karsten Kahl 186 1 0 13 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 99 0 0 11 Mar 2025
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model Wenke Huang Jian Liang Xianda Guo Yiyang Fang Guancheng Wan ... Bin Yang He Li Jiawei Shao Mang Ye Di Lin OffRL LRM MLLM KELM VLM 161 4 0 06 Mar 2025
Privacy and Accuracy-Aware AI/ML Model Deduplication Hong Guan Lei Yu Lixi Zhou Li Xiong Kanchan Chowdhury Lulu Xie Xusheng Xiao Jia Zou 83 0 0 04 Mar 2025
FoCTTA: Low-Memory Continual Test-Time Adaptation with Focus Youbing Hu Yun Cheng Zimu Zhou Anqi Lu Zhiqiang Cao Zhijun Li TTA 84 0 0 28 Feb 2025
Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing Qi Le Enmao Diao Ziyan Wang Xinran Wang Jie Ding Li Yang Ali Anwar 117 5 0 24 Feb 2025
Forget the Data and Fine-Tuning! Just Fold the Network to Compress Dong Wang Haris Šikić Lothar Thiele O. Saukh 152 1 0 17 Feb 2025
Compressing Model with Few Class-Imbalance Samples: An Out-of-Distribution Expedition Tian-Shuang Wu Shen-Huan Lyu Ning Chen Zhihao Qu Baoliu Ye OODD 117 0 0 09 Feb 2025
Contrastive Representation Distillation via Multi-Scale Feature Decoupling Cuipeng Wang Tieyuan Chen Haipeng Wang 103 0 0 09 Feb 2025
Training-Free Restoration of Pruned Neural Networks Keonho Lee Minsoo Kim Dong-Wan Choi 92 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 86 1 0 05 Feb 2025