Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples

4 November 2021

Papers citing "Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples"

36 / 36 papers shown

Title
Zero-shot Quantization: A Comprehensive Survey Minjun Kim Jaehyeon Choi Jongkeun Lee Wonjin Cho U. Kang MQ 21 0 0 14 May 2025
Radio: Rate-Distortion Optimization for Large Language Model Compression Sean I. Young MQ 21 0 0 05 May 2025
GranQ: Granular Zero-Shot Quantization with Unified Layer-Channel Awareness Inpyo Hong Youngwan Jo Hyojeong Lee Sunghyun Ahn Sanghyun Park MQ 60 0 0 24 Mar 2025
Semantics Prompting Data-Free Quantization for Low-Bit Vision Transformers Yunshan Zhong Yuyao Zhou Yuxin Zhang Shen Li Yong Li Fei Chao Zhanpeng Zeng Rongrong Ji MQ 94 0 0 31 Dec 2024
Data Generation for Hardware-Friendly Post-Training Quantization Lior Dikstein Ariel Lapid Arnon Netzer H. Habi MQ 148 0 0 29 Oct 2024
Foundations of Large Language Model Compression -- Part 1: Weight Quantization Sean I. Young MQ 40 1 0 03 Sep 2024
Infrared Domain Adaptation with Zero-Shot Quantization Burak Sevsay Erdem Akagündüz VLM MQ 30 1 0 25 Aug 2024
MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention Similarity Kanghyun Choi Hyeyoon Lee Dain Kwon Sunjong Park Kyuyeun Kim Noseong Park Jinho Lee Jinho Lee MQ 48 1 0 29 Jul 2024
CLAMP-ViT: Contrastive Data-Free Learning for Adaptive Post-Training Quantization of ViTs Akshat Ramachandran Souvik Kundu Tushar Krishna MQ 32 9 0 07 Jul 2024
Dataset Size Recovery from LoRA Weights Mohammad Salama Jonathan Kahana Eliahu Horwitz Yedid Hoshen 39 5 0 27 Jun 2024
GenQ: Quantization in Low Data Regimes with Generative Synthetic Data Yuhang Li Youngeun Kim Donghyun Lee Souvik Kundu Priyadarshini Panda MQ 31 2 0 07 Dec 2023
Robustness-Guided Image Synthesis for Data-Free Quantization Jianhong Bai Yuchen Yang Huanpeng Chu Hualiang Wang Zuo-Qiang Liu Ruizhe Chen Xiaoxuan He Lianrui Mu Chengfei Cai Haoji Hu DiffM MQ 26 5 0 05 Oct 2023
Unified Data-Free Compression: Pruning and Quantization without Fine-Tuning Shipeng Bai Jun Chen Xintian Shen Yixuan Qian Yong Liu MQ 24 12 0 14 Aug 2023
A Model for Every User and Budget: Label-Free and Personalized Mixed-Precision Quantization Edward Fish Umberto Michieli Mete Ozay MQ 30 4 0 24 Jul 2023
Data-Free Quantization via Mixed-Precision Compensation without Fine-Tuning Jun Chen Shipeng Bai Tianxin Huang Mengmeng Wang Guanzhong Tian Y. Liu MQ 34 18 0 02 Jul 2023
MBQuant: A Novel Multi-Branch Topology Method for Arbitrary Bit-width Network Quantization Yunshan Zhong Yuyao Zhou Fei Chao Rongrong Ji MQ 26 1 0 14 May 2023
Hard Sample Matters a Lot in Zero-Shot Quantization Huantong Li Xiangmiao Wu Fanbing Lv Daihai Liao Thomas H. Li Yonggang Zhang Bo Han Mingkui Tan MQ 24 20 0 24 Mar 2023
Adaptive Data-Free Quantization Biao Qian Yang Wang Richang Hong Meng Wang MQ 34 36 0 13 Mar 2023
Rethinking Data-Free Quantization as a Zero-Sum Game Biao Qian Yang Wang Richang Hong Meng Wang MQ 18 17 0 19 Feb 2023
ACQ: Improving Generative Data-free Quantization Via Attention Correction Jixing Li Xiaozhou Guo Benzhe Dai Guoliang Gong Min Jin Gang Chen Wenyu Mao Huaxiang Lu MQ 30 4 0 18 Jan 2023
Redistribution of Weights and Activations for AdderNet Quantization Ying Nie Kai Han Haikang Diao Chuanjian Liu Enhua Wu Yunhe Wang MQ 49 6 0 20 Dec 2022
Genie: Show Me the Data for Quantization Yongkweon Jeon Chungman Lee Ho-Young Kim MQ 15 12 0 09 Dec 2022
The Vanishing Decision Boundary Complexity and the Strong First Component Hengshuai Yao UQCV 30 0 0 25 Nov 2022
Long-Range Zero-Shot Generative Deep Network Quantization Yan Luo Yangcheng Gao Zhao Zhang Haijun Zhang Mingliang Xu Meng Wang MQ 23 9 0 13 Nov 2022
PSAQ-ViT V2: Towards Accurate and General Data-Free Quantization for Vision Transformers Zhikai Li Mengjuan Chen Junrui Xiao Qingyi Gu ViT MQ 43 33 0 13 Sep 2022
Dynamic Data-Free Knowledge Distillation by Easy-to-Hard Learning Strategy Jingru Li Sheng Zhou Liangcheng Li Haishuai Wang Zhi Yu Jiajun Bu 28 14 0 29 Aug 2022
Efficient Adaptive Activation Rounding for Post-Training Quantization Zhengyi Li Cong Guo Zhanda Zhu Yangjie Zhou Yuxian Qiu Xiaotian Gao Jingwen Leng Minyi Guo MQ 30 3 0 25 Aug 2022
Towards Feature Distribution Alignment and Diversity Enhancement for Data-Free Quantization Yangcheng Gao Zhao Zhang Richang Hong Haijun Zhang Jicong Fan Shuicheng Yan MQ 12 10 0 30 Apr 2022
Data-Free Quantization with Accurate Activation Clipping and Adaptive Batch Normalization Yefei He Luoming Zhang Weijia Wu Hong Zhou MQ 27 2 0 08 Apr 2022
It's All In the Teacher: Zero-Shot Quantization Brought Closer to the Teacher Kanghyun Choi Hye Yoon Lee Deokki Hong Joonsang Yu Noseong Park Youngsok Kim Jinho Lee MQ 29 31 0 31 Mar 2022
IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization Yunshan Zhong Mingbao Lin Gongrui Nan Jianzhuang Liu Baochang Zhang Yonghong Tian Rongrong Ji MQ 40 71 0 17 Nov 2021
Fine-grained Data Distribution Alignment for Post-Training Quantization Yunshan Zhong Mingbao Lin Mengzhao Chen Ke Li Yunhang Shen Fei Chao Yongjian Wu Rongrong Ji MQ 84 19 0 09 Sep 2021
Diversifying Sample Generation for Accurate Data-Free Quantization Xiangguo Zhang Haotong Qin Yifu Ding Ruihao Gong Qing Yan Renshuai Tao Yuhang Li F. Yu Xianglong Liu MQ 54 94 0 01 Mar 2021
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT Sheng Shen Zhen Dong Jiayu Ye Linjian Ma Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer MQ 227 575 0 12 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 279 10,354 0 12 Dec 2018
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 238 3,190 0 30 Oct 2016