@article{LDAM-DRW,
  author    = {Kaidi Cao and
               Colin Wei and
               Adrien Gaidon and
               Nikos Ar{\'{e}}chiga and
               Tengyu Ma},
  title     = {Learning Imbalanced Datasets with Label-Distribution-Aware Margin
               Loss},
  journal   = {CoRR},
  volume    = {abs/1906.07413},
  year      = {2019},
  url       = {http://arxiv.org/abs/1906.07413},
  eprinttype = {arXiv},
  eprint    = {1906.07413},
  timestamp = {Sun, 08 Aug 2021 16:40:51 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-1906-07413.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{M2m,
  author    = {Jaehyung Kim and
               Jongheon Jeong and
               Jinwoo Shin},
  title     = {M2m: Imbalanced Classification via Major-to-minor Translation},
  journal   = {CoRR},
  volume    = {abs/2004.00431},
  year      = {2020},
  url       = {https://arxiv.org/abs/2004.00431},
  eprinttype = {arXiv},
  eprint    = {2004.00431},
  timestamp = {Wed, 08 Apr 2020 17:08:25 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2004-00431.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{TinyImages,
  title={Learning multiple layers of features from tiny images},
  author={Krizhevsky, Alex and Hinton, Geoffrey and others},
  year={2009},
  publisher={Toronto, ON, Canada}
}

@article{WideResNet,
  author    = {Sergey Zagoruyko and
               Nikos Komodakis},
  title     = {Wide Residual Networks},
  journal   = {CoRR},
  volume    = {abs/1605.07146},
  year      = {2016},
  url       = {http://arxiv.org/abs/1605.07146},
  eprinttype = {arXiv},
  eprint    = {1605.07146},
  timestamp = {Mon, 13 Aug 2018 16:46:42 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/ZagoruykoK16.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{ClassBalancedLoss,
  author    = {Yin Cui and
               Menglin Jia and
               Tsung{-}Yi Lin and
               Yang Song and
               Serge J. Belongie},
  title     = {Class-Balanced Loss Based on Effective Number of Samples},
  journal   = {CoRR},
  volume    = {abs/1901.05555},
  year      = {2019},
  url       = {http://arxiv.org/abs/1901.05555},
  eprinttype = {arXiv},
  eprint    = {1901.05555},
  timestamp = {Tue, 08 Sep 2020 16:29:29 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-1901-05555.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{PureNoise,
  author    = {Shiran Zada and
               Itay Benou and
               Michal Irani},
  title     = {Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced
               Classification by Training on Random Noise Images},
  journal   = {CoRR},
  volume    = {abs/2112.08810},
  year      = {2021},
  url       = {https://arxiv.org/abs/2112.08810},
  eprinttype = {arXiv},
  eprint    = {2112.08810},
  timestamp = {Mon, 03 Jan 2022 15:45:35 +0100},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2112-08810.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{torchdistill,
  title={{torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation}},
  author={Matsubara, Yoshitomo},
  booktitle={International Workshop on Reproducible Research in Pattern Recognition},
  pages={24--44},
  year={2021},
  organization={Springer}
}

@article{AutoAugment,
  author    = {Ekin Dogus Cubuk and
               Barret Zoph and
               Dandelion Man{\'{e}} and
               Vijay Vasudevan and
               Quoc V. Le},
  title     = {AutoAugment: Learning Augmentation Policies from Data},
  journal   = {CoRR},
  volume    = {abs/1805.09501},
  year      = {2018},
  url       = {http://arxiv.org/abs/1805.09501},
  eprinttype = {arXiv},
  eprint    = {1805.09501},
  timestamp = {Mon, 13 Aug 2018 16:48:44 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-1805-09501.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{DrawingMultipleAugmentation,
  author    = {Stanislav Fort and
               Andrew Brock and
               Razvan Pascanu and
               Soham De and
               Samuel L. Smith},
  title     = {Drawing Multiple Augmentation Samples Per Image During Training Efficiently
               Decreases Test Error},
  journal   = {CoRR},
  volume    = {abs/2105.13343},
  year      = {2021},
  url       = {https://arxiv.org/abs/2105.13343},
  eprinttype = {arXiv},
  eprint    = {2105.13343},
  timestamp = {Tue, 01 Jun 2021 18:07:59 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2105-13343.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{SimCLR,
  author    = {Ting Chen and
               Simon Kornblith and
               Mohammad Norouzi and
               Geoffrey E. Hinton},
  title     = {A Simple Framework for Contrastive Learning of Visual Representations},
  journal   = {CoRR},
  volume    = {abs/2002.05709},
  year      = {2020},
  url       = {https://arxiv.org/abs/2002.05709},
  eprinttype = {arXiv},
  eprint    = {2002.05709},
  timestamp = {Fri, 14 Feb 2020 12:07:41 +0100},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2002-05709.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{ResNet,
  author    = {Kaiming He and
               Xiangyu Zhang and
               Shaoqing Ren and
               Jian Sun},
  title     = {Deep Residual Learning for Image Recognition},
  journal   = {CoRR},
  volume    = {abs/1512.03385},
  year      = {2015},
  url       = {http://arxiv.org/abs/1512.03385},
  eprinttype = {arXiv},
  eprint    = {1512.03385},
  timestamp = {Wed, 25 Jan 2023 11:01:16 +0100},
  biburl    = {https://dblp.org/rec/journals/corr/HeZRS15.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@misc{ResNet_akamaster,
  author       = "Yerlan Idelbayev",
  title        = "Proper {ResNet} Implementation for {CIFAR10/CIFAR100} in {PyTorch}",
  howpublished = "\url{https://github.com/akamaster/pytorch_resnet_cifar10}",
  note         = "Accessed: 2023-01-16"
}

@misc{pip__wandb,
title = {Experiment Tracking with Weights and Biases},
year = {2020},
note = {Software available from wandb.com},
url={https://www.wandb.com/},
author = {Biewald, Lukas},
}

@Misc{pip__hydra,
  author =       {Omry Yadan},
  title =        {Hydra - A framework for elegantly configuring complex applications},
  howpublished = {Github},
  year =         {2019},
  url =          {https://github.com/facebookresearch/hydra}
}

@article{BatchNorm,
  author    = {Sergey Ioffe and
               Christian Szegedy},
  title     = {Batch Normalization: Accelerating Deep Network Training by Reducing
               Internal Covariate Shift},
  journal   = {CoRR},
  volume    = {abs/1502.03167},
  year      = {2015},
  url       = {http://arxiv.org/abs/1502.03167},
  eprinttype = {arXiv},
  eprint    = {1502.03167},
  timestamp = {Mon, 13 Aug 2018 16:47:06 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/IoffeS15.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{AuxBN,
  author    = {Cihang Xie and
               Mingxing Tan and
               Boqing Gong and
               Jiang Wang and
               Alan L. Yuille and
               Quoc V. Le},
  title     = {Adversarial Examples Improve Image Recognition},
  journal   = {CoRR},
  volume    = {abs/1911.09665},
  year      = {2019},
  url       = {http://arxiv.org/abs/1911.09665},
  eprinttype = {arXiv},
  eprint    = {1911.09665},
  timestamp = {Tue, 13 Oct 2020 09:34:46 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-1911-09665.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{ImageNet1h,
  author    = {Priya Goyal and
               Piotr Doll{\'{a}}r and
               Ross B. Girshick and
               Pieter Noordhuis and
               Lukasz Wesolowski and
               Aapo Kyrola and
               Andrew Tulloch and
               Yangqing Jia and
               Kaiming He},
  title     = {Accurate, Large Minibatch {SGD:} Training ImageNet in 1 Hour},
  journal   = {CoRR},
  volume    = {abs/1706.02677},
  year      = {2017},
  url       = {http://arxiv.org/abs/1706.02677},
  eprinttype = {arXiv},
  eprint    = {1706.02677},
  timestamp = {Mon, 13 Aug 2018 16:49:10 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/GoyalDGNWKTJH17.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{MiSLAS,
  author    = {Zhisheng Zhong and
               Jiequan Cui and
               Shu Liu and
               Jiaya Jia},
  title     = {Improving Calibration for Long-Tailed Recognition},
  journal   = {CoRR},
  volume    = {abs/2104.00466},
  year      = {2021},
  url       = {https://arxiv.org/abs/2104.00466},
  eprinttype = {arXiv},
  eprint    = {2104.00466},
  timestamp = {Mon, 12 Apr 2021 16:14:56 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2104-00466.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{Buda,
  author    = {Mateusz Buda and
               Atsuto Maki and
               Maciej A. Mazurowski},
  title     = {A systematic study of the class imbalance problem in convolutional
               neural networks},
  journal   = {CoRR},
  volume    = {abs/1710.05381},
  year      = {2017},
  url       = {http://arxiv.org/abs/1710.05381},
  eprinttype = {arXiv},
  eprint    = {1710.05381},
  timestamp = {Mon, 13 Aug 2018 16:47:52 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-1710-05381.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{CutOut,
  author    = {Terrance Devries and
               Graham W. Taylor},
  title     = {Improved Regularization of Convolutional Neural Networks with Cutout},
  journal   = {CoRR},
  volume    = {abs/1708.04552},
  year      = {2017},
  url       = {http://arxiv.org/abs/1708.04552},
  eprinttype = {arXiv},
  eprint    = {1708.04552},
  timestamp = {Mon, 13 Aug 2018 16:45:57 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-1708-04552.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{tsne,
  title={Visualizing data using t-SNE.},
  author={Van der Maaten, Laurens and Hinton, Geoffrey},
  journal={Journal of machine learning research},
  volume={9},
  number={11},
  year={2008}
}

@article{GLICO,
  author    = {Idan Azuri and
               Daphna Weinshall},
  title     = {Learning from Small Data Through Sampling an Implicit Conditional
               Generative Latent Optimization Model},
  journal   = {CoRR},
  volume    = {abs/2003.14297},
  year      = {2020},
  url       = {https://arxiv.org/abs/2003.14297},
  eprinttype = {arXiv},
  eprint    = {2003.14297},
  timestamp = {Thu, 02 Apr 2020 15:34:08 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2003-14297.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}