Generative Low-bitwidth Data Free Quantization

7 March 2020

Shoukai Xu

Haokun Li

Bohan Zhuang

Jing Liu

Papers citing "Generative Low-bitwidth Data Free Quantization"

29 / 29 papers shown

Title
Radio: Rate-Distortion Optimization for Large Language Model Compression Sean I. Young MQ 26 0 0 05 May 2025
GranQ: Granular Zero-Shot Quantization with Channel-Wise Activation Scaling in QAT Inpyo Hong Youngwan Jo Hyojeong Lee Sunghyun Ahn Sanghyun Park MQ 65 0 0 24 Mar 2025
Semantics Prompting Data-Free Quantization for Low-Bit Vision Transformers Mingliang Xu Yuyao Zhou Yuxin Zhang Shen Li Yong Li Rongrong Ji 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 184 0 0 29 Oct 2024
Foundations of Large Language Model Compression -- Part 1: Weight Quantization Sean I. Young MQ 50 1 0 03 Sep 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 50 1 0 29 Jul 2024
MetaAug: Meta-Data Augmentation for Post-Training Quantization Cuong Pham Hoang Anh Dung Cuong C. Nguyen Trung Le Dinh Q. Phung Gustavo Carneiro Thanh-Toan Do MQ 44 0 0 20 Jul 2024
Pursing the Sparse Limitation of Spiking Deep Learning Structures Hao-Ran Cheng Jiahang Cao Erjia Xiao Mengshu Sun Le Yang Jize Zhang Xue Lin B. Kailkhura Kaidi Xu Renjing Xu 16 1 0 18 Nov 2023
SIDE: Self-supervised Intermediate Domain Exploration for Source-free Domain Adaptation Jiamei Liu Han Sun Yizhen Jia Jie Qin Huiyu Zhou Ningzhong Liu TTA 34 0 0 13 Oct 2023
NUPES : Non-Uniform Post-Training Quantization via Power Exponent Search Edouard Yvinec Arnaud Dapogny Kévin Bailly MQ 24 6 0 10 Aug 2023
Data-Free Quantization via Mixed-Precision Compensation without Fine-Tuning Jun Chen Shipeng Bai Tianxin Huang Mengmeng Wang Guanzhong Tian Y. Liu MQ 41 18 0 02 Jul 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
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
PD-Quant: Post-Training Quantization based on Prediction Difference Metric Jiawei Liu Lin Niu Zhihang Yuan Dawei Yang Xinggang Wang Wenyu Liu MQ 98 69 0 14 Dec 2022
Long-Range Zero-Shot Generative Deep Network Quantization Yan Luo Yangcheng Gao Zhao Zhang Haijun Zhang Mingliang Xu Meng Wang MQ 31 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
QuantFace: Towards Lightweight Face Recognition by Synthetic Data Low-bit Quantization Fadi Boutros Naser Damer Arjan Kuijper CVBM MQ 24 37 0 21 Jun 2022
IDEAL: Query-Efficient Data-Free Learning from Black-box Models Jie M. Zhang Chen Chen Lingjuan Lyu 55 14 0 23 May 2022
Patch Similarity Aware Data-Free Quantization for Vision Transformers Zhikai Li Liping Ma Mengjuan Chen Junrui Xiao Qingyi Gu MQ ViT 19 44 0 04 Mar 2022
Energy awareness in low precision neural networks Nurit Spingarn-Eliezer Ron Banner Elad Hoffer Hilla Ben-Yaacov T. Michaeli 38 0 0 06 Feb 2022
Post-training Quantization for Neural Networks with Provable Guarantees Jinjie Zhang Yixuan Zhou Rayan Saab MQ 23 32 0 26 Jan 2022
IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization Mingliang Xu Mingbao Lin Gongrui Nan Jianzhuang Liu Baochang Zhang Yonghong Tian Rongrong Ji MQ 46 71 0 17 Nov 2021
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples Kanghyun Choi Deokki Hong Noseong Park Youngsok Kim Jinho Lee MQ 19 64 0 04 Nov 2021
Fine-grained Data Distribution Alignment for Post-Training Quantization Mingliang Xu Mingbao Lin Yonghong Tian Ke Li Yunhang Shen Rongrong Ji Yongjian Wu Rongrong Ji MQ 84 19 0 09 Sep 2021
AutoReCon: Neural Architecture Search-based Reconstruction for Data-free Compression Baozhou Zhu P. Hofstee J. Peltenburg Jinho Lee Zaid Al-Ars 24 22 0 25 May 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 56 94 0 01 Mar 2021
Cost-Sensitive Portfolio Selection via Deep Reinforcement Learning Yifan Zhang P. Zhao Qingyao Wu Bin Li Junzhou Huang Mingkui Tan OOD 60 95 0 06 Mar 2020
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 250 3,191 0 30 Oct 2016