SOSP: Efficiently Capturing Global Correlations by Second-Order
Structured Pruning

SOSP: Efficiently Capturing Global Correlations by Second-Order Structured Pruning

19 October 2021

Manuel Nonnenmacher

Papers citing "SOSP: Efficiently Capturing Global Correlations by Second-Order Structured Pruning"

19 / 19 papers shown

Title
Automatic Complementary Separation Pruning Toward Lightweight CNNs David Levin Gonen Singer 9 0 0 19 May 2025
Maximum Redundancy Pruning: A Principle-Driven Layerwise Sparsity Allocation for LLMs Chang Gao Kang Zhao Jianfei Chen Liping Jing 47 0 0 24 Mar 2025
DSMoE: Matrix-Partitioned Experts with Dynamic Routing for Computation-Efficient Dense LLMs Minxuan Lv Zhenpeng Su Leiyu Pan Yizhe Xiong Zijia Lin ... Guiguang Ding Cheng Luo Di Zhang Kun Gai Songlin Hu MoE 41 0 0 18 Feb 2025
Hardware-Aware DNN Compression for Homogeneous Edge Devices Kunlong Zhang Guiying Li Ning Lu Peng Yang K. Tang 54 0 0 28 Jan 2025
AutoSculpt: A Pattern-based Model Auto-pruning Framework Using Reinforcement Learning and Graph Learning Lixian Jing Jianpeng Qi Junyu Dong Yanwei Yu 3DPC AI4CE 44 0 0 24 Dec 2024
Layer Pruning with Consensus: A Triple-Win Solution Leandro Giusti Mugnaini Carolina Tavares Duarte Anna Helena Reali Costa Artur Jordao 78 0 0 21 Nov 2024
Mutual Information Preserving Neural Network Pruning Charles Westphal Stephen Hailes Mirco Musolesi 57 1 0 31 Oct 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
Effective Layer Pruning Through Similarity Metric Perspective Ian Pons Bruno Yamamoto Anna Helena Reali Costa Artur Jordao 46 2 0 27 May 2024
A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts Mohammed Nowaz Rabbani Chowdhury Meng Wang Kaoutar El Maghraoui Naigang Wang Pin-Yu Chen Christopher Carothers MoE 39 4 0 26 May 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 41 12 0 07 Mar 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
LAPP: Layer Adaptive Progressive Pruning for Compressing CNNs from Scratch P. Zhai K. Guo F. Liu Xiaofen Xing Xiangmin Xu 26 3 0 25 Sep 2023
Influence Function Based Second-Order Channel Pruning-Evaluating True Loss Changes For Pruning Is Possible Without Retraining Hongrong Cheng Miao Zhang Javen Qinfeng Shi AAML 33 1 0 13 Aug 2023
Structured Pruning for Deep Convolutional Neural Networks: A survey Yang He Lingao Xiao 3DPC 30 117 0 01 Mar 2023
Structured Pruning Adapters Lukas Hedegaard Aman Alok Juby Jose Alexandros Iosifidis 38 10 0 17 Nov 2022
SInGE: Sparsity via Integrated Gradients Estimation of Neuron Relevance Edouard Yvinec Arnaud Dapogny Matthieu Cord Kévin Bailly 42 9 0 08 Jul 2022
SCOP: Scientific Control for Reliable Neural Network Pruning Yehui Tang Yunhe Wang Yixing Xu Dacheng Tao Chunjing Xu Chao Xu Chang Xu AAML 50 167 0 21 Oct 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 191 1,027 0 06 Mar 2020