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Fast ConvNets Using Group-wise Brain Damage

8 June 2015

Papers citing "Fast ConvNets Using Group-wise Brain Damage"

50 / 211 papers shown

Title
Ripple: Accelerating LLM Inference on Smartphones with Correlation-Aware Neuron Management Tuowei Wang Ruwen Fan Minxing Huang Zixu Hao Kun Li Ting Cao Youyou Lu Yaoxue Zhang Ju Ren 87 2 0 25 Oct 2024
Single Parent Family: A Spectrum of Family Members from a Single Pre-Trained Foundation Model Habib Hajimolahoseini Mohammad Hassanpour Foozhan Ataiefard Boxing Chen Yang Liu 72 2 0 28 Jun 2024
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models Xiang Meng Kayhan Behdin Haoyue Wang Rahul Mazumder 76 6 0 12 Jun 2024
Data-independent Module-aware Pruning for Hierarchical Vision Transformers Yang He Qiufeng Wang ViT 81 5 0 21 Apr 2024
LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels Tuo Feng Wenguan Wang Fan Ma Yi Yang 3DV 91 7 0 22 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 106 1 0 12 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 104 8 0 02 Mar 2024
T3DNet: Compressing Point Cloud Models for Lightweight 3D Recognition Zhiyuan Yang Yunjiao Zhou Lihua Xie Jianfei Yang 3DPC 94 1 0 29 Feb 2024
Conditional Information Gain Trellis Ufuk Can Biçici Tuna Han Salih Meral L. Akarun 45 2 0 13 Feb 2024
BinaryHPE: 3D Human Pose and Shape Estimation via Binarization Zhiteng Li Yulun Zhang Jing Lin Haotong Qin Jinjin Gu Xin Yuan Linghe Kong Xiaokang Yang 3DH 130 1 0 24 Nov 2023
Importance Estimation with Random Gradient for Neural Network Pruning Suman Sapkota Binod Bhattarai 90 1 0 31 Oct 2023
Unified Data-Free Compression: Pruning and Quantization without Fine-Tuning Shipeng Bai Jun Chen Xintian Shen Yixuan Qian Yong Liu MQ 97 15 0 14 Aug 2023
Approximate Computing Survey, Part II: Application-Specific & Architectural Approximation Techniques and Applications Vasileios Leon Muhammad Abdullah Hanif Giorgos Armeniakos Xun Jiao Mohamed Bennai K. Pekmestzi Dimitrios Soudris 102 3 0 20 Jul 2023
$Performance of $\ell_1$ Regularization for Sparse Convex Optimization$ Performance of $\ell_1$ Regularization for Sparse Convex Optimization Kyriakos Axiotis T. Yasuda 68 0 0 14 Jul 2023
Neural Network Pruning for Real-time Polyp Segmentation Suman Sapkota Pranav Poudel Sudarshan Regmi Bibek Panthi Binod Bhattarai MedIm 71 0 0 22 Jun 2023
Riemannian Low-Rank Model Compression for Federated Learning with Over-the-Air Aggregation Ye Xue Vincent K. N. Lau 17 6 0 04 Jun 2023
Low Rank Optimization for Efficient Deep Learning: Making A Balance between Compact Architecture and Fast Training Xinwei Ou Zhangxin Chen Ce Zhu Yipeng Liu 79 5 0 22 Mar 2023
Greedy Pruning with Group Lasso Provably Generalizes for Matrix Sensing Nived Rajaraman Devvrit Aryan Mokhtari Kannan Ramchandran 54 0 0 20 Mar 2023
Iterative Soft Shrinkage Learning for Efficient Image Super-Resolution Jiamian Wang Huan Wang Yulun Zhang Yun Fu Zhiqiang Tao SupR 68 2 0 16 Mar 2023
Gated Compression Layers for Efficient Always-On Models Haiguang Li T. Thormundsson I. Poupyrev N. Gillian 76 2 0 15 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A survey Yang He Lingao Xiao 3DPC 116 142 0 01 Mar 2023
BiBench: Benchmarking and Analyzing Network Binarization Haotong Qin Mingyuan Zhang Yifu Ding Aoyu Li Zhongang Cai Ziwei Liu Feng Yu Xianglong Liu MQ AAML 102 37 0 26 Jan 2023
Low-Rank Winograd Transformation for 3D Convolutional Neural Networks Ziran Qin Mingbao Lin Weiyao Lin 3DPC 77 3 0 26 Jan 2023
Getting Away with More Network Pruning: From Sparsity to Geometry and Linear Regions Junyang Cai Khai-Nguyen Nguyen Nishant Shrestha Aidan Good Ruisen Tu Xin Yu Shandian Zhe Thiago Serra MLT 90 10 0 19 Jan 2023
RedBit: An End-to-End Flexible Framework for Evaluating the Accuracy of Quantized CNNs A. M. Ribeiro-dos-Santos João Dinis Ferreira O. Mutlu G. Falcão MQ 97 2 0 15 Jan 2023
Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology Valentin Hofmann J. Pierrehumbert Hinrich Schütze 107 0 0 14 Dec 2022
The Effect of Data Dimensionality on Neural Network Prunability Zachary Ankner Alex Renda Gintare Karolina Dziugaite Jonathan Frankle Tian Jin 60 5 0 01 Dec 2022
Pruning Very Deep Neural Network Channels for Efficient Inference Yihui He 57 1 0 14 Nov 2022
Pruning's Effect on Generalization Through the Lens of Training and Regularization Tian Jin Michael Carbin Daniel M. Roy Jonathan Frankle Gintare Karolina Dziugaite 84 30 0 25 Oct 2022
Sequential Attention for Feature Selection T. Yasuda M. Bateni Lin Chen Matthew Fahrbach Gang Fu Vahab Mirrokni 107 11 0 29 Sep 2022
Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions M. Tukan Loay Mualem Alaa Maalouf 3DPC 80 23 0 18 Sep 2022
Sparsity-guided Network Design for Frame Interpolation Tian Ding Luming Liang Zhihui Zhu Tianyi Chen Ilya Zharkov 83 6 0 09 Sep 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 70 21 0 09 Aug 2022
Trainability Preserving Neural Pruning Huan Wang Yun Fu AAML 70 17 0 25 Jul 2022
Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications Deniz Gunduz Zhijin Qin Iñaki Estella Aguerri Harpreet S. Dhillon Zhaohui Yang Aylin Yener Kai‐Kit Wong C. Chae 108 457 0 19 Jul 2022
CoCoPIE XGen: A Full-Stack AI-Oriented Optimizing Framework Xiaofeng Li Bin Ren Xipeng Shen Yanzhi Wang GNN 45 0 0 21 Jun 2022
Fast Lossless Neural Compression with Integer-Only Discrete Flows Siyu Wang Jianfei Chen Chongxuan Li Jun Zhu Bo Zhang MQ 62 7 0 17 Jun 2022
Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm Aidan Good Jia-Huei Lin Hannah Sieg Mikey Ferguson Xin Yu Shandian Zhe J. Wieczorek Thiago Serra 94 11 0 07 Jun 2022
Canonical convolutional neural networks Lokesh Veeramacheneni Moritz Wolter Reinhard Klein Jochen Garcke 60 4 0 03 Jun 2022
Knowledge Distillation Meets Open-Set Semi-Supervised Learning Jing Yang Xiatian Zhu Adrian Bulat Brais Martínez Georgios Tzimiropoulos 71 10 0 13 May 2022
Blueprint Separable Residual Network for Efficient Image Super-Resolution Zheyu Li Yingqi Liu Xiangyu Chen Haoming Cai Jinjin Gu Yu Qiao Chao Dong 98 139 0 12 May 2022
Domino Saliency Metrics: Improving Existing Channel Saliency Metrics with Structural Information Kaveena Persand Andrew Anderson David Gregg 27 0 0 04 May 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 116 115 0 25 Apr 2022
Aligned Weight Regularizers for Pruning Pretrained Neural Networks J. Ó. Neill Sourav Dutta H. Assem VLM 54 2 0 04 Apr 2022
The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks Xin Yu Thiago Serra Srikumar Ramalingam Shandian Zhe 92 49 0 09 Mar 2022
Provable and Efficient Continual Representation Learning Yingcong Li Mingchen Li M. Salman Asif Samet Oymak CLL 59 13 0 03 Mar 2022
Optimal channel selection with discrete QCQP Yeonwoo Jeong Deokjae Lee Gaon An Changyong Son Hyun Oh Song 45 1 0 24 Feb 2022
Auto-Compressing Subset Pruning for Semantic Image Segmentation Konstantin Ditschuneit Johannes Otterbach 49 5 0 26 Jan 2022
CondenseNeXt: An Ultra-Efficient Deep Neural Network for Embedded Systems Priyank Kalgaonkar M. El-Sharkawy 3DH 33 5 0 01 Dec 2021
A Highly Effective Low-Rank Compression of Deep Neural Networks with Modified Beam-Search and Modified Stable Rank Moonjung Eo Suhyun Kang Wonjong Rhee 52 1 0 30 Nov 2021