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Rethinking the Value of Network Pruning

11 October 2018

Gao Huang

Papers citing "Rethinking the Value of Network Pruning"

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Title
When Model Knowledge meets Diffusion Model: Diffusion-assisted Data-free Image Synthesis with Alignment of Domain and Class Yujin Kim H. Kim Hyunwoo J.Kim S. Kim 19 0 0 18 Jun 2025
ADAM: Autonomous Discovery and Annotation Model using LLMs for Context-Aware Annotations Amirreza Rouhi Solmaz Arezoomandan Knut Peterson Joseph T. Woods David Han VLM 44 0 0 10 Jun 2025
SAFE: Finding Sparse and Flat Minima to Improve Pruning Dongyeop Lee Kwanhee Lee Jinseok Chung Namhoon Lee 39 0 0 07 Jun 2025
MUC-G4: Minimal Unsat Core-Guided Incremental Verification for Deep Neural Network Compression Jingyang Li Guoqiang Li 27 0 0 03 Jun 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
TuneComp: Joint Fine-tuning and Compression for Large Foundation Models Xiangyu Chen Jing Liu Ye Wang Matthew Brand Wang T. Koike-Akino 75 0 0 27 May 2025
FastCache: Fast Caching for Diffusion Transformer Through Learnable Linear Approximation Dong Liu Jiayi Zhang Yifan Li Yanxuan Yu Ben Lengerich Ying Nian Wu 71 1 0 26 May 2025
TRIM: Achieving Extreme Sparsity with Targeted Row-wise Iterative Metric-driven Pruning Florentin Beck William Rudman Carsten Eickhoff 69 0 0 22 May 2025
Automatic Complementary Separation Pruning Toward Lightweight CNNs David Levin Gonen Singer 68 0 0 19 May 2025
Differentiable Channel Selection in Self-Attention For Person Re-Identification Yancheng Wang Nebojsa Jojic Yingzhen Yang 73 0 0 13 May 2025
Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence Yu Qiao Huy Q. Le Avi Deb Raha Phuong-Nam Tran Apurba Adhikary Mengchun Zhang Loc X. Nguyen Eui-nam Huh Dusit Niyato Choong Seon Hong AI4CE 163 1 0 11 May 2025
Deep learning with missing data Tianyi Ma Tengyao Wang R. Samworth 274 1 0 21 Apr 2025
The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report Bin Ren Hang Guo Lei-huan Sun Zhikai Wu Radu Timofte ... Dong-Hyeop Son Ui-Jin Choi Tiancheng Shao Yu Zhang Mengcheng Ma SupR 163 13 0 14 Apr 2025
A 71.2- $μ$ W Speech Recognition Accelerator with Recurrent Spiking Neural Network Chih-Chyau Yang Tian-Sheuan Chang 144 1 0 27 Mar 2025
Boosting Large Language Models with Mask Fine-Tuning M. Zhang Yue Bai Huan Wang Yizhou Wang Qihua Dong Y. Fu CLL 100 0 0 27 Mar 2025
Severing Spurious Correlations with Data Pruning Varun Mulchandani Jung-Eun Kim 472 1 0 24 Mar 2025
Moss: Proxy Model-based Full-Weight Aggregation in Federated Learning with Heterogeneous Models Y. Cai Ziqi Zhang Ding Li Yao Guo Xiangqun Chen 161 0 0 13 Mar 2025
ResMoE: Space-efficient Compression of Mixture of Experts LLMs via Residual Restoration Mengting Ai Tianxin Wei Yifan Chen Zhichen Zeng Ritchie Zhao G. Varatkar B. Rouhani Xianfeng Tang Hanghang Tong Jingrui He MoE 95 3 0 10 Mar 2025
Accelerated Patient-specific Non-Cartesian MRI Reconstruction using Implicit Neural Representations Di Xu Hengjie Liu Xin Miao D. O’Connor Jessica E. Scholey ... Michael Ohliger Hui Lin Dan Ruan Yang Yang K. Sheng MedIm 134 0 0 07 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
Eau De $Q$ -Network: Adaptive Distillation of Neural Networks in Deep Reinforcement Learning Théo Vincent Tim Lukas Faust Yogesh Tripathi Jan Peters Carlo DÉramo 78 0 0 03 Mar 2025
FedConv: A Learning-on-Model Paradigm for Heterogeneous Federated Clients Leming Shen Qiang Yang Kaiyan Cui Yuanqing Zheng Xiao-Yong Wei Jianwei Liu Jinsong Han FedML 286 11 0 28 Feb 2025
CABS: Conflict-Aware and Balanced Sparsification for Enhancing Model Merging Zongzhen Yang Binhang Qi Hailong Sun Wenrui Long Ruobing Zhao Xiang Gao MoMe 120 0 0 26 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
Meta-Sparsity: Learning Optimal Sparse Structures in Multi-task Networks through Meta-learning Richa Upadhyay Ronald Phlypo Rajkumar Saini Marcus Liwicki 119 0 0 21 Jan 2025
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks Giulia Fracastoro Sophie M. Fosson Andrea Migliorati G. Calafiore 186 1 0 19 Jan 2025
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation Hongyu Chen Weiming Zeng Chong Chen Luhui Cai Fei Wang ... Wei Zhang Yuchen Li Hongjie Yan W. Siok Nizhuan Wang 78 2 0 08 Jan 2025
Improving Quantization-aware Training of Low-Precision Network via Block Replacement on Full-Precision Counterpart Chengting Yu Shu Yang Fengzhao Zhang Hanzhi Ma Aili Wang Er-ping Li MQ 113 4 0 20 Dec 2024
Holistic Adversarially Robust Pruning Qi Zhao Christian Wressnegger 133 10 0 19 Dec 2024
On the Compression of Language Models for Code: An Empirical Study on CodeBERT Giordano dÁloisio Luca Traini Federica Sarro A. Marco 89 1 0 18 Dec 2024
QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models Changhai Zhou Yuhua Zhou Shijie Han Qian Qiao Hongguang Li MQ 111 0 0 16 Dec 2024
Detecting Discrepancies Between AI-Generated and Natural Images Using Uncertainty Jun Nie Yonggang Zhang Tongliang Liu Y. Cheung Bo Han Xinmei Tian UQCV 136 1 0 08 Dec 2024
Preserving Deep Representations In One-Shot Pruning: A Hessian-Free Second-Order Optimization Framework Ryan Lucas Rahul Mazumder 127 0 0 27 Nov 2024
Probe-Me-Not: Protecting Pre-trained Encoders from Malicious Probing Ruyi Ding Tong Zhou Lili Su A. A. Ding Xiaolin Xu Yunsi Fei AAML 152 2 0 19 Nov 2024
Electrostatic Force Regularization for Neural Structured Pruning Abdesselam Ferdi A. Taleb-Ahmed A. Nakib Youcef Ferdi 119 1 0 17 Nov 2024
Learning Morphisms with Gauss-Newton Approximation for Growing Networks Neal Lawton Aram Galstyan Greg Ver Steeg 51 0 0 07 Nov 2024
Automatic Structured Pruning for Efficient Architecture in Federated Learning Thai Vu Nguyen Long Bao Le Anderson Avila FedML 43 0 0 04 Nov 2024
Decoupling Dark Knowledge via Block-wise Logit Distillation for Feature-level Alignment Chengting Yu Fengzhao Zhang Ruizhe Chen Zuozhu Liu Shurun Tan Er-ping Li Aili Wang 96 2 0 03 Nov 2024
Inducing Semi-Structured Sparsity by Masking for Efficient Model Inference in Convolutional Networks David A. Danhofer 70 0 0 01 Nov 2024
Chasing Better Deep Image Priors between Over- and Under-parameterization Qiming Wu Xiaohan Chen Yi Ding Zhangyang Wang 107 1 0 31 Oct 2024
Harnessing Your DRAM and SSD for Sustainable and Accessible LLM Inference with Mixed-Precision and Multi-level Caching Jie Peng Zhang Cao Huaizhi Qu Zhengyu Zhang Chang Guo Yanyong Zhang Zhichao Cao Tianlong Chen 109 2 0 17 Oct 2024
MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router Yanyue Xie Zhi Zhang Ding Zhou Cong Xie Ziang Song Xin Liu Yanzhi Wang Xue Lin An Xu LLMAG 89 5 0 15 Oct 2024
Edge Unlearning is Not "on Edge"! An Adaptive Exact Unlearning System on Resource-Constrained Devices Xiaoyu Xia Ziqi Wang Ruoxi Sun B. Liu Ibrahim Khalil Minhui Xue MU 107 3 0 14 Oct 2024
Non-transferable Pruning Ruyi Ding Lili Su A. A. Ding Yunsi Fei AAML 72 2 0 10 Oct 2024
S2HPruner: Soft-to-Hard Distillation Bridges the Discretization Gap in Pruning Weihao Lin Shengji Tang Chong Yu Peng Ye Tao Chen 48 0 0 09 Oct 2024
SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration Heming Xia Yongqi Li Jun Zhang Cunxiao Du Wenjie Li LRM 142 13 0 09 Oct 2024
PRFusion: Toward Effective and Robust Multi-Modal Place Recognition with Image and Point Cloud Fusion Sijie Wang Qiyu Kang Rui She Kai Zhao Yang Song Wee Peng Tay 3DPC 56 1 0 07 Oct 2024
FastForensics: Efficient Two-Stream Design for Real-Time Image Manipulation Detection Yangxiang Zhang Yuezun Li Delong Zhu Jiaran Zhou Junyu Dong 65 0 0 29 Aug 2024
PSE-Net: Channel Pruning for Convolutional Neural Networks with Parallel-subnets Estimator Shiguang Wang Tao Xie Haijun Liu Xingcheng Zhang Jian Cheng 75 2 0 29 Aug 2024