Structured Pruning of Deep Convolutional Neural Networks

29 December 2015

Papers citing "Structured Pruning of Deep Convolutional Neural Networks"

50 / 274 papers shown

Title
Data Exfiltration by Compression Attack: Definition and Evaluation on Medical Image Data Huiyu Li N. Ayache H. Delingette MIACV AAML MedIm 611 0 0 26 Nov 2025
Pruning and Quantization Impact on Graph Neural Networks Khatoon Khedri Reza Rawassizadeh Qifu Wen M. Hosseinzadeh GNN 146 0 0 24 Oct 2025
Elastic ViTs from Pretrained Models without Retraining Walter Simoncini Michael Dorkenwald Tijmen Blankevoort Cees G. M. Snoek Yuki Markus Asano VLM 79 0 0 20 Oct 2025
Evaluating the Energy Efficiency of NPU-Accelerated Machine Learning Inference on Embedded Microcontrollers Anastasios Fanariotis T. Orphanoudakis V. Fotopoulos 36 0 0 22 Sep 2025
EntropyGS: An Efficient Entropy Coding on 3D Gaussian Splatting Yuning Huang Jiahao Pang Fengqing Zhu Dong Tian 3DGS 132 0 0 13 Aug 2025
CompLeak: Deep Learning Model Compression Exacerbates Privacy Leakage Na Li Yansong Gao Hongsheng Hu Boyu Kuang Anmin Fu 148 0 0 22 Jul 2025
XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge Yu Zhang Xi Zhang Hualin zhou Xinyuan Chen Shang Gao Hong Jia Jianfei Yang Yuankai Qi Tao Gu 158 0 0 28 Jun 2025
Enhancing Frequency for Single Image Super-Resolution with Learnable Separable Kernels Heng Tian SupR 247 0 0 05 Jun 2025
SlimLLM: Accurate Structured Pruning for Large Language Models Jialong Guo Xinghao Chen Yehui Tang Yunhe Wang 130 1 0 28 May 2025
Automatic Complementary Separation Pruning Toward Lightweight CNNs David Levin Gonen Singer 186 0 0 19 May 2025
Optimizing LLMs for Resource-Constrained Environments: A Survey of Model Compression TechniquesAnnual International Computer Software and Applications Conference (COMPSAC), 2025 Sanjay Surendranath Girija Shashank Kapoor Lakshit Arora Dipen Pradhan Aman Raj Ankit Shetgaonkar 286 7 0 05 May 2025
Real-Time Navigation for Autonomous Aerial Vehicles Using Video Khizar Anjum Parul Pandey Vidyasagar Sadhu Roberto Tron D. Pompili 186 0 0 01 Apr 2025
An Efficient Training Algorithm for Models with Block-wise Sparsity Ding Zhu Zhiqun Zuo Mohammad Mahdi Khalili 153 0 0 27 Mar 2025
A Low-complexity Structured Neural Network Approach to Intelligently Realize Wideband Multi-beam BeamformersIEEE Journal of Radio Frequency Identification (JRFI), 2025 Hansaka Aluvihare Sivakumar Sivasankar Xianqi Li Arjuna Madanayake Sirani M. Perera 194 1 0 26 Mar 2025
Lipschitz Constant Meets Condition Number: Learning Robust and Compact Deep Neural Networks Yangqi Feng S. J. Lin Baoyuan Gao Xian Wei AAML 258 2 0 26 Mar 2025
Energy-Aware LLMs: A step towards sustainable AI for downstream applications Nguyen Phuc Tran Brigitte Jaumard Oscar Delgado 142 1 0 22 Mar 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 279 2 0 25 Feb 2025
B-FPGM: Lightweight Face Detection via Bayesian-Optimized Soft FPGM Pruning Nikolaos Kaparinos Vasileios Mezaris CVBM 340 1 0 28 Jan 2025
Engineering Carbon Credits Towards A Responsible FinTech Era: The Practices, Implications, and Future Qingwen Zeng Hanlin Xu Nanjun Xu Flora Salim Junbin Gao Huaming Chen 130 0 0 28 Jan 2025
SlimGPT: Layer-wise Structured Pruning for Large Language ModelsNeural Information Processing Systems (NeurIPS), 2024 Gui Ling Ziyang Wang Yuliang Yan Qingwen Liu 167 27 0 24 Dec 2024
Behavior Backdoor for Deep Learning Models Jinqiao Wang Pengfei Zhang Haoyu Wang Jian Yang Hao Liu Xianglong Liu Y. X. Wei Yao Zhao AAML 250 0 0 02 Dec 2024
Over-parameterized Student Model via Tensor Decomposition Boosted Knowledge DistillationNeural Information Processing Systems (NeurIPS), 2024 Yu-Liang Zhan Zhong-Yi Lu Hao Sun Ze-Feng Gao 202 2 0 10 Nov 2024
Superficial Safety Alignment Hypothesis Jianwei Li Jung-Eun Kim 227 4 0 07 Oct 2024
On Efficient Variants of Segment Anything Model: A SurveyInternational Journal of Computer Vision (IJCV), 2024 Xiaorui Sun Jing Liu Jikang Cheng Xiaofeng Zhu Ping Hu VLM 393 17 0 07 Oct 2024
PQV-Mobile: A Combined Pruning and Quantization Toolkit to Optimize Vision Transformers for Mobile Applications Kshitij Bhardwaj ViT MQ 66 2 0 15 Aug 2024
Greedy Output Approximation: Towards Efficient Structured Pruning for LLMs Without Retraining Jianwei Li Yijun Dong Qi Lei 287 8 0 26 Jul 2024
INTELLECT: Adapting Cyber Threat Detection to Heterogeneous Computing Environments Simone Magnani Liubov Nedoshivina Roberto Doriguzzi-Corin Stefano Braghin Domenico Siracusa 179 0 0 17 Jul 2024
S3D: A Simple and Cost-Effective Self-Speculative Decoding Scheme for Low-Memory GPUs Wei Zhong Manasa Bharadwaj 281 9 0 30 May 2024
subMFL: Compatiple subModel Generation for Federated Learning in Device Heterogenous Environment Zeyneddin Oz Ceylan Soygul Oz A. Malekjafarian Nima Afraz Fatemeh Golpayegani FedML 106 0 0 30 May 2024
Energy-Efficient Uncertainty-Aware Biomass Composition Prediction at the Edge Muhammad Zawish Paul Albert Flavio Esposito Steven Davy Lizy Abraham 157 1 0 17 Apr 2024
Systematic construction of continuous-time neural networks for linear dynamical systems Chinmay Datar Adwait Datar Felix Dietrich W. Schilders AI4TS 171 2 0 24 Mar 2024
Accelerating ViT Inference on FPGA through Static and Dynamic Pruning Dhruv Parikh Shouyi Li Bingyi Zhang Rajgopal Kannan Carl E. Busart Viktor Prasanna 203 6 0 21 Mar 2024
MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer Jianjian Cao Peng Ye Shengze Li Chong Yu Yansong Tang Jiwen Lu Tao Chen 152 41 0 05 Mar 2024
Towards Explaining Deep Neural Network Compression Through a Probabilistic Latent Space Mahsa Mozafari-Nia Salimeh Yasaei Sekeh 239 0 0 29 Feb 2024
NeuroPrune: A Neuro-inspired Topological Sparse Training Algorithm for Large Language Models Amit Dhurandhar Tejaswini Pedapati Ronny Luss Soham Dan Aurélie C. Lozano Payel Das Georgios Kollias 323 3 0 28 Feb 2024
SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization T. Yasuda Kyriakos Axiotis Gang Fu M. Bateni Vahab Mirrokni 397 2 0 27 Feb 2024
Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes Lucio Dery Steven Kolawole Jean-Francois Kagey Virginia Smith Graham Neubig Ameet Talwalkar 220 46 0 08 Feb 2024
Compressing Deep Reinforcement Learning Networks with a Dynamic Structured Pruning Method for Autonomous Driving Wensheng Su Zhenni Li Minrui Xu Jiawen Kang Dusit Niyato Shengli Xie 131 14 0 07 Feb 2024
A Lightweight Feature Fusion Architecture For Resource-Constrained Crowd Counting Yashwardhan Chaudhuri Ankit Kumar Orchid Chetia Phukan Arun Balaji Buduru 140 3 0 11 Jan 2024
Model-Based Control with Sparse Neural Dynamics Ziang Liu Genggeng Zhou Jeff He Tobia Marcucci Fei-Fei Li Jiajun Wu Yunzhu Li AI4CE 192 21 0 20 Dec 2023
Fluctuation-based Adaptive Structured Pruning for Large Language Models Yongqi An Xu Zhao Tao Yu Ming Tang Jinqiao Wang 203 91 0 19 Dec 2023
Large Multimodal Model Compression via Efficient Pruning and Distillation at AntGroup Xinjian Zhao Yao-Min Zhao Jiajia Liu Jingdong Chen Chenyi Zhuang Jinjie Gu Ruocheng Guo Xiangyu Zhao 117 8 0 10 Dec 2023
LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPSNeural Information Processing Systems (NeurIPS), 2023 Zhiwen Fan Kevin Wang Kairun Wen Zehao Zhu Dejia Xu Zinan Lin 3DGS 634 381 0 28 Nov 2023
Experimental Analysis of Large-scale Learnable Vector Storage CompressionProceedings of the VLDB Endowment (PVLDB), 2023 Hailin Zhang Penghao Zhao Xupeng Miao Yingxia Shao Zirui Liu Tong Yang Tengjiao Wang 248 16 0 27 Nov 2023
Polynomially Over-Parameterized Convolutional Neural Networks Contain Structured Strong Winning Lottery Tickets A. D. Cunha Francesco d’Amore Emanuele Natale MLT 192 2 0 16 Nov 2023
Just-in-time Quantization with Processing-In-Memory for Efficient ML Training M. Ibrahim Shaizeen Aga Ada Li Suchita Pati Mahzabeen Islam 214 8 0 08 Nov 2023
Compression with Exact Error Distribution for Federated LearningInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Mahmoud Hegazy Rémi Leluc Cheuk Ting Li Hadrien Hendrikx FedML 158 17 0 31 Oct 2023
Extreme sparsification of physics-augmented neural networks for interpretable model discovery in mechanicsComputer Methods in Applied Mechanics and Engineering (CMAME), 2023 J. Fuhg Reese E. Jones N. Bouklas AI4CE 187 35 0 05 Oct 2023
Data-Free Dynamic Compression of CNNs for Tractable Efficiency Lukas Meiner Jens Mehnert Alexandru Paul Condurache 49 0 0 29 Sep 2023
Data Upcycling Knowledge Distillation for Image Super-Resolution Yun-feng Zhang Wei Li Simiao Li Hanting Chen Zhaopeng Tu Wenjun Wang Bingyi Jing Hai-lin Wang Jie Hu 244 7 0 25 Sep 2023