InfoBatch: Lossless Training Speed Up by Unbiased Dynamic Data Pruning

InfoBatch: Lossless Training Speed Up by Unbiased Dynamic Data Pruning

8 March 2023

Jianyang Gu

Yang You

Papers citing "InfoBatch: Lossless Training Speed Up by Unbiased Dynamic Data Pruning"

11 / 11 papers shown

Title
KDSelector: A Knowledge-Enhanced and Data-Efficient Model Selector Learning Framework for Time Series Anomaly Detection Zhiyu Liang Dongrui Cai C. Zhang Zheng Liang Chen Liang Bo Zheng Shi Qiu Jin Wang Hongzhi Wang 48 0 0 16 Mar 2025
FLOPS: Forward Learning with OPtimal Sampling Tao Ren Zishi Zhang Jinyang Jiang Guanghao Li Zeliang Zhang Mingqian Feng Yijie Peng 21 1 0 08 Oct 2024
CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning Huaiguang Cai FedML TDI 35 1 0 17 Jun 2024
Asymptotic Unbiased Sample Sampling to Speed Up Sharpness-Aware Minimization Jiaxin Deng Junbiao Pang Baochang Zhang 48 1 0 12 Jun 2024
A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training Kai Wang Yukun Zhou Mingjia Shi Zhihang Yuan Yuzhang Shang Yuzhang Shang Hanwang Zhang Hanwang Zhang Yang You 60 9 0 27 May 2024
Dataset Pruning: Reducing Training Data by Examining Generalization Influence Shuo Yang Zeke Xie Hanyu Peng Minjing Xu Mingming Sun P. Li DD 127 70 0 19 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 255 5,353 0 11 Nov 2021
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 194 403 0 01 Oct 2021
Core-set Sampling for Efficient Neural Architecture Search Jaewoong Shim Kyeongbo Kong Suk-Ju Kang 92 20 0 08 Jul 2021
GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training Krishnateja Killamsetty D. Sivasubramanian Ganesh Ramakrishnan A. De Rishabh K. Iyer OOD 73 134 0 27 Feb 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 259 10,183 0 12 Dec 2018