v1v2v3 (latest)

Data-Driven Sparse Structure Selection for Deep Neural Networks

5 July 2017

Papers citing "Data-Driven Sparse Structure Selection for Deep Neural Networks"

50 / 277 papers shown

Title
Long Exposure: Accelerating Parameter-Efficient Fine-Tuning for LLMs under Shadowy SparsityInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2024 Tuowei Wang Kun Li Zixu Hao Donglin Bai Ju Ren Yaoxue Zhang Ting Cao M. Yang 128 4 0 12 Oct 2025
FlexiQ: Adaptive Mixed-Precision Quantization for Latency/Accuracy Trade-Offs in Deep Neural Networks Jaemin Kim Hongjun Um Sungkyun Kim Yongjun Park Jiwon Seo MQ 105 0 0 03 Oct 2025
Differentiable Sparsity via $D$ -Gating: Simple and Versatile Structured Penalization Chris Kolb Laetitia Frost J. Herbinger David Rügamer 368 0 0 28 Sep 2025
One Shot vs. Iterative: Rethinking Pruning Strategies for Model Compression Mikołaj Janusz Tomasz Wojnar Yawei Li Luca Benini Kamil Adamczewski VLM 110 2 0 19 Aug 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 177 4 0 27 May 2025
Meta Pruning via Graph Metanetworks : A Universal Meta Learning Framework for Network Pruning Yewei Liu Xiyuan Wang Muhan Zhang DD GNN 313 0 0 24 May 2025
Optimal Brain ApoptosisInternational Conference on Learning Representations (ICLR), 2025 Mingyuan Sun Zheng Fang Jiaxu Wang Junjie Jiang Delei Kong Chenming Hu Yuetong Fang Zhanchen Zhu AAML 299 2 0 25 Feb 2025
RedTest: Towards Measuring Redundancy in Deep Neural Networks Effectively Yao Lu Peixin Zhang Jingyi Wang Lei Ma Xiaoniu Yang Qi Xuan 231 7 0 15 Nov 2024
Complexity-Aware Training of Deep Neural Networks for Optimal Structure Discovery Valentin Frank Ingmar Guenter Athanasios Sideris CVBM 253 1 0 14 Nov 2024
Neuralink: Fast LLM Inference on Smartphones with Neuron Co-Activation Linking Tuowei Wang Ruwen Fan Minxing Huang Zixu Hao Kun Li Ting Cao Youyou Lu Yaoxue Zhang Ju Ren 303 2 0 25 Oct 2024
Small Contributions, Small Networks: Efficient Neural Network Pruning Based on Relative Importance Mostafa Hussien Mahmoud Afifi K. Nguyen M. Cheriet 191 2 0 21 Oct 2024
DISP-LLM: Dimension-Independent Structural Pruning for Large Language ModelsNeural Information Processing Systems (NeurIPS), 2024 Shangqian Gao Chi-Heng Lin Ting Hua Tang Zheng Yilin Shen Hongxia Jin Yen-Chang Hsu 197 17 0 15 Oct 2024
SGLP: A Similarity Guided Fast Layer Partition Pruning for Compressing Large Deep Models Yuqi Li Yao Lu Zhihong Zhu Chuanguang Yang Yihao Chen Xin Yin Yihao Chen Jianping Gou Yingli Tian T. Huang 196 33 0 14 Oct 2024
S2HPruner: Soft-to-Hard Distillation Bridges the Discretization Gap in PruningNeural Information Processing Systems (NeurIPS), 2024 Weihao Lin Shengji Tang Chong Yu Peng Ye Tao Chen 138 0 0 09 Oct 2024
Optimal ablation for interpretabilityNeural Information Processing Systems (NeurIPS), 2024 Maximilian Li Lucas Janson FAtt 323 11 0 16 Sep 2024
HESSO: Towards Automatic Efficient and User Friendly Any Neural Network Training and Pruning Tianyi Chen Xiaoyi Qu David Aponte Colby R. Banbury Jongwoo Ko Tianyu Ding Yong Ma Vladimir Lyapunov Ilya Zharkov Luming Liang 396 2 0 11 Sep 2024
STUN: Structured-Then-Unstructured Pruning for Scalable MoE PruningAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Jaeseong Lee Seung-won Hwang Aurick Qiao Daniel F Campos Z. Yao Yuxiong He 250 10 0 10 Sep 2024
PSE-Net: Channel Pruning for Convolutional Neural Networks with Parallel-subnets EstimatorNeural Networks (NN), 2024 Shiguang Wang Tao Xie Haijun Liu Xingcheng Zhang Jian Cheng 218 4 0 29 Aug 2024
MPruner: Optimizing Neural Network Size with CKA-Based Mutual Information Pruning Seungbeom Hu ChanJun Park Andrew Ferraiuolo Sang-Ki Ko Jinwoo Kim Haein Song Jieung Kim 270 2 0 24 Aug 2024
A Greedy Hierarchical Approach to Whole-Network Filter-Pruning in CNNs Kiran Purohit Anurag Parvathgari Sourangshu Bhattacharya VLM 210 0 0 22 Aug 2024
MoDeGPT: Modular Decomposition for Large Language Model CompressionInternational Conference on Learning Representations (ICLR), 2024 Chi-Heng Lin Shangqian Gao James Seale Smith Abhishek Patel Shikhar Tuli Yilin Shen Hongxia Jin Yen-Chang Hsu 642 28 0 19 Aug 2024
An Effective Information Theoretic Framework for Channel Pruning Yihao Chen Zefang Wang 189 9 0 14 Aug 2024
Comb, Prune, Distill: Towards Unified Pruning for Vision Model Compression Jonas Schmitt Ruiping Liu Junwei Zheng Kailai Li Rainer Stiefelhagen VLM 267 0 0 06 Aug 2024
A Comprehensive Study of Structural Pruning for Vision Models Haoling Li Haoling Li Mengqi Xue Gongfan Fang Sheng Zhou Zunlei Feng Huiqiong Wang Mingli Song Lechao Cheng VLM 421 0 0 18 Jun 2024
A Generic Layer Pruning Method for Signal Modulation Recognition Deep Learning Models Yao Lu Yutao Zhu Yuqi Li Dongwei Xu Yun Lin Qi Xuan Xiaoniu Yang 167 23 0 12 Jun 2024
Concurrent Training and Layer Pruning of Deep Neural Networks Valentin Frank Ingmar Guenter Athanasios Sideris 3DPC 195 5 0 06 Jun 2024
Decay Pruning Method: Smooth Pruning With a Self-Rectifying Procedure Minghao Yang Linlin Gao Pengyuan Li Wenbo Li Yihong Dong Zhiying Cui 189 1 0 06 Jun 2024
Pruning for Robust Concept Erasing in Diffusion Models Tianyun Yang Juan Cao Chang Xu 279 24 0 26 May 2024
Subspace Node Pruning Joshua Offergeld Marcel van Gerven Nasir Ahmad 269 0 0 26 May 2024
Multi-level projection with exponential parallel speedup; Application to sparse auto-encoders neural networks Guillaume Perez Michel Barlaud 198 0 0 03 May 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 193 25 0 21 Mar 2024
LNPT: Label-free Network Pruning and TrainingIEEE International Joint Conference on Neural Network (IJCNN), 2024 Jinying Xiao Ping Li Zhe Tang Jie Nie 181 3 0 19 Mar 2024
Enhanced Sparsification via Stimulative TrainingEuropean Conference on Computer Vision (ECCV), 2024 Shengji Tang Weihao Lin Hancheng Ye Peng Ye Chong Yu Baopu Li Tao Chen 139 2 0 11 Mar 2024
Revisiting Learning-based Video Motion Magnification for Real-time Processing Hyunwoo Ha Oh Hyun-Bin Kim Jun-Seong Byung-Ki Kwon Kim Sung-Bin Linh-Tam Tran Ji-Yun Kim Sung-Ho Bae Tae-Hyun Oh 149 2 0 04 Mar 2024
Structurally Prune Anything: Any Architecture, Any Framework, Any Time Xun Wang John Rachwan Stephan Günnemann Bertrand Charpentier 163 8 0 03 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 210 2 0 27 Feb 2024
SliceGPT: Compress Large Language Models by Deleting Rows and ColumnsInternational Conference on Learning Representations (ICLR), 2024 Saleh Ashkboos Maximilian L. Croci Marcelo Gennari do Nascimento Torsten Hoefler James Hensman VLM 407 274 0 26 Jan 2024
Convolutional Neural Network Compression via Dynamic Parameter Rank PruningIEEE Access (IEEE Access), 2024 Manish Sharma Jamison Heard Eli Saber Panos P. Markopoulos 216 3 0 15 Jan 2024
Block Pruning for Enhanced Efficiency in Convolutional Neural Networks Cheng-En Wu A. Davoodi Yu Hen Hu 179 3 0 28 Dec 2023
OTOv3: Automatic Architecture-Agnostic Neural Network Training and Compression from Structured Pruning to Erasing Operators Tianyi Chen Tianyu Ding Zhihui Zhu Zeyu Chen HsiangTao Wu Ilya Zharkov Luming Liang 176 5 0 15 Dec 2023
Class-Aware Pruning for Efficient Neural Networks Mengnan Jiang Jingcun Wang Amro Eldebiky Xunzhao Yin Cheng Zhuo Ing-Chao Lin Grace Li Zhang AAML 203 14 0 10 Dec 2023
Relationship between Model Compression and Adversarial Robustness: A Review of Current EvidenceIEEE Symposium Series on Computational Intelligence (IEEE-SSCI), 2023 Svetlana Pavlitska Hannes Grolig J. Marius Zöllner AAML 206 5 0 27 Nov 2023
Filter Pruning For CNN With Enhanced Linear Representation Redundancy Bojue Wang Chun-Xia Ma Bin Liu Nianbo Liu Jinqi Zhu 202 2 0 10 Oct 2023
SUBP: Soft Uniform Block Pruning for 1xN Sparse CNNs Multithreading AccelerationNeural Information Processing Systems (NeurIPS), 2023 Jingyang Xiang Siqi Li Jun Chen Shipeng Bai Yukai Ma Guang Dai Yong-Jin Liu 196 1 0 10 Oct 2023
A Differentiable Framework for End-to-End Learning of Hybrid Structured Compression Moonjung Eo Suhyun Kang Wonjong Rhee 205 2 0 21 Sep 2023
EPTQ: Enhanced Post-Training Quantization via Label-Free Hessian Ofir Gordon H. Habi Arnon Netzer MQ 192 1 0 20 Sep 2023
Influence Function Based Second-Order Channel Pruning-Evaluating True Loss Changes For Pruning Is Possible Without RetrainingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Hongrong Cheng Miao Zhang Javen Qinfeng Shi AAML 176 6 0 13 Aug 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural NetworksACM Multimedia (ACM MM), 2023 Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Chen Zhang 153 7 0 09 Aug 2023
Differentiable Transportation PruningIEEE International Conference on Computer Vision (ICCV), 2023 Yun-qiang Li Jan van Gemert Torsten Hoefler Bert Moons E. Eleftheriou Bram-Ernst Verhoef OT 241 15 0 17 Jul 2023
Filter Pruning for Efficient CNNs via Knowledge-driven Differential Filter Sampler Shaohui Lin Hao Wu Jiao Xie Baochang Zhang Chunjiang Ge Zhou Yu Jungong Han David Doermann 158 4 0 01 Jul 2023