PowerQuant: Automorphism Search for Non-Uniform Quantization

PowerQuant: Automorphism Search for Non-Uniform Quantization

24 January 2023

Papers citing "PowerQuant: Automorphism Search for Non-Uniform Quantization"

17 / 17 papers shown

Title
Ex Uno Pluria: Insights on Ensembling in Low Precision Number Systems G. Nam Juho Lee 69 0 0 22 Nov 2024
A Comprehensive Survey of Compression Algorithms for Language Models Seungcheol Park Jaehyeon Choi Sojin Lee U. Kang MQ 29 12 0 27 Jan 2024
I&S-ViT: An Inclusive & Stable Method for Pushing the Limit of Post-Training ViTs Quantization Yunshan Zhong Jiawei Hu Mingbao Lin Mengzhao Chen Rongrong Ji MQ 28 3 0 16 Nov 2023
Network Memory Footprint Compression Through Jointly Learnable Codebooks and Mappings Vittorio Giammarino Arnaud Dapogny Kévin Bailly MQ 22 1 0 29 Sep 2023
Gradient-Based Post-Training Quantization: Challenging the Status Quo Edouard Yvinec Arnaud Dapogny Kévin Bailly MQ 18 0 0 15 Aug 2023
NUPES : Non-Uniform Post-Training Quantization via Power Exponent Search Edouard Yvinec Arnaud Dapogny Kévin Bailly MQ 24 6 0 10 Aug 2023
SAfER: Layer-Level Sensitivity Assessment for Efficient and Robust Neural Network Inference Edouard Yvinec Arnaud Dapogny Kévin Bailly Xavier Fischer AAML 6 2 0 09 Aug 2023
Designing strong baselines for ternary neural network quantization through support and mass equalization Edouard Yvinec Arnaud Dapogny Kévin Bailly MQ 25 0 0 30 Jun 2023
Fighting over-fitting with quantization for learning deep neural networks on noisy labels Gauthier Tallec Edouard Yvinec Arnaud Dapogny Kévin Bailly NoLa 6 0 0 21 Mar 2023
SEAM: Searching Transferable Mixed-Precision Quantization Policy through Large Margin Regularization Chen Tang Kai Ouyang Zenghao Chai Yunpeng Bai Yuan Meng Zhi Wang Wenwu Zhu MQ 32 9 0 14 Feb 2023
REx: Data-Free Residual Quantization Error Expansion Edouard Yvinec Arnaud Dapgony Matthieu Cord Kévin Bailly MQ 28 8 0 28 Mar 2022
SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation Cong Guo Yuxian Qiu Jingwen Leng Xiaotian Gao Chen Zhang Yunxin Liu Fan Yang Yuhao Zhu Minyi Guo MQ 70 70 0 14 Feb 2022
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
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 96 341 0 05 Jan 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,956 0 20 Apr 2018
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 319 1,049 0 10 Feb 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 255 36,362 0 25 Aug 2016