DeepCore: A Comprehensive Library for Coreset Selection in Deep Learning

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DeepCore: A Comprehensive Library for Coreset Selection in Deep Learning

International Conference on Database and Expert Systems Applications (DEXA), 2022

18 April 2022

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Papers citing "DeepCore: A Comprehensive Library for Coreset Selection in Deep Learning"

13 / 63 papers shown

Title
Towards a Phenomenological Understanding of Neural Networks: Data S. Tovey Sven Krippendorf Konstantin Nikolaou Daniel Fink FedML 151 4 0 01 May 2023
Bayesian Pseudo-Coresets via Contrastive DivergenceConference on Uncertainty in Artificial Intelligence (UAI), 2023 Piyush Tiwary Kumar Shubham V. Kashyap Prathosh A.P. 230 4 0 20 Mar 2023
SemDeDup: Data-efficient learning at web-scale through semantic deduplication Amro Abbas Kushal Tirumala Daniel Simig Surya Ganguli Ari S. Morcos 254 234 0 16 Mar 2023
Loss-Curvature Matching for Dataset Selection and CondensationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Seung-Jae Shin Heesun Bae DongHyeok Shin Weonyoung Joo Il-Chul Moon DD 191 33 0 08 Mar 2023
Finding Support Examples for In-Context LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Xiaonan Li Xipeng Qiu 284 120 0 27 Feb 2023
Data pruning and neural scaling laws: fundamental limitations of score-based algorithms Fadhel Ayed Soufiane Hayou 355 13 0 14 Feb 2023
Leveraging Importance Weights in Subset SelectionInternational Conference on Learning Representations (ICLR), 2023 Gui Citovsky Giulia DeSalvo Sanjiv Kumar Srikumar Ramalingam Afshin Rostamizadeh Yunjuan Wang 135 5 0 28 Jan 2023
Dataset Distillation: A Comprehensive ReviewIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Ruonan Yu Songhua Liu Xinchao Wang DD 310 166 0 17 Jan 2023
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shiftsPLoS ONE (PLoS ONE), 2023 Matheus V. da Silva Natália de Carvalho Santos Julie Ouellette Baptiste Lacoste C. H. Comin 229 2 0 11 Jan 2023
Data Distillation: A Survey Noveen Sachdeva Julian McAuley DD 336 95 0 11 Jan 2023
Coverage-centric Coreset Selection for High Pruning RatesInternational Conference on Learning Representations (ICLR), 2022 Haizhong Zheng Rui Liu Fan Lai Atul Prakash 256 86 0 28 Oct 2022
A Survey of Dataset Refinement for Problems in Computer Vision DatasetsACM Computing Surveys (ACM CSUR), 2022 Zhijing Wan Zhixiang Wang CheukTing Chung Zheng Wang 308 16 0 21 Oct 2022
Contextual Diversity for Active LearningEuropean Conference on Computer Vision (ECCV), 2020 Sharat Agarwal H. Arora Saket Anand Chetan Arora 381 209 0 13 Aug 2020