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A Two-Stage Data Selection Framework for Data-Efficient Model Training on Edge Devices

22 May 2025

Papers citing "A Two-Stage Data Selection Framework for Data-Efficient Model Training on Edge Devices"

26 / 26 papers shown

Title
ElasticTrainer: Speeding Up On-Device Training with Runtime Elastic Tensor Selection Kai Huang Boyuan Yang Wei Gao 89 21 0 21 Dec 2023
GIO: Gradient Information Optimization for Training Dataset Selection Dante Everaert Christopher Potts 102 6 0 20 Jun 2023
To Store or Not? Online Data Selection for Federated Learning with Limited Storage Chen Gong Zhenzhe Zheng Yunfeng Shao Bingshuai Li Fan Wu Guihai Chen 81 18 0 01 Sep 2022
Adaptive Second Order Coresets for Data-efficient Machine Learning Omead Brandon Pooladzandi David Davini Baharan Mirzasoleiman 94 64 0 28 Jul 2022
FedSS: Federated Learning with Smart Selection of clients Ammar Tahir Yongzhou Chen Prashanti Nilayam FedML 41 5 0 10 Jul 2022
Boosting DNN Cold Inference on Edge Devices Rongjie Yi Ting Cao Ao Zhou Xiao Ma Shangguang Wang Mengwei Xu 365 7 0 15 Jun 2022
Enabling On-Device Smartphone GPU based Training: Lessons Learned Anish Das Young D. Kwon Jagmohan Chauhan Cecilia Mascolo 3DH 67 11 0 21 Feb 2022
Choosing the Sample with Lowest Loss makes SGD Robust Vatsal Shah Xiaoxia Wu Sujay Sanghavi 40 43 0 10 Jan 2020
SurveilEdge: Real-time Video Query based on Collaborative Cloud-Edge Deep Learning Shibo Wang Shusen Yang Cong Zhao 48 60 0 04 Jan 2020
Selection via Proxy: Efficient Data Selection for Deep Learning Cody Coleman Christopher Yeh Stephen Mussmann Baharan Mirzasoleiman Peter Bailis Percy Liang J. Leskovec Matei A. Zaharia 98 349 0 26 Jun 2019
Data Shapley: Equitable Valuation of Data for Machine Learning Amirata Ghorbani James Zou TDI FedML 78 789 0 05 Apr 2019
Towards Federated Learning at Scale: System Design Keith Bonawitz Hubert Eichner W. Grieskamp Dzmitry Huba A. Ingerman ... H. B. McMahan Timon Van Overveldt David Petrou Daniel Ramage Jason Roselander FedML 126 2,674 0 04 Feb 2019
A First Look at Deep Learning Apps on Smartphones Mengwei Xu Jiawei Liu Yuanqiang Liu F. Lin Yunxin Liu Xuanzhe Liu HAI 68 183 0 08 Nov 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 97 1,626 0 09 Apr 2018
Not All Samples Are Created Equal: Deep Learning with Importance Sampling Angelos Katharopoulos François Fleuret 101 522 0 02 Mar 2018
Pixie: A System for Recommending 3+ Billion Items to 200+ Million Users in Real-Time Chantat Eksombatchai Pranav Jindal Jerry Zitao Liu Yuchen Liu Rahul Sharma Charles Sugnet Mark Ulrich J. Leskovec VLM 79 201 0 21 Nov 2017
Don't Decay the Learning Rate, Increase the Batch Size Samuel L. Smith Pieter-Jan Kindermans Chris Ying Quoc V. Le ODL 107 996 0 01 Nov 2017
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era Chen Sun Abhinav Shrivastava Saurabh Singh Abhinav Gupta VLM 207 2,406 0 10 Jul 2017
Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour Priya Goyal Piotr Dollár Ross B. Girshick P. Noordhuis Lukasz Wesolowski Aapo Kyrola Andrew Tulloch Yangqing Jia Kaiming He 3DH 128 3,685 0 08 Jun 2017
Biased Importance Sampling for Deep Neural Network Training Angelos Katharopoulos François Fleuret 59 68 0 31 May 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,892 0 17 Apr 2017
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 160 3,781 0 23 Nov 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 156 7,501 0 24 Feb 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 408 17,593 0 17 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Stochastic Optimization with Importance Sampling P. Zhao Tong Zhang 102 346 0 13 Jan 2014