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Towards Understanding the Data Dependency of Mixup-style Training

Towards Understanding the Data Dependency of Mixup-style Training

14 October 2021
Muthuraman Chidambaram
Xiang Wang
Yuzheng Hu
Chenwei Wu
Rong Ge
    UQCV
ArXivPDFHTML

Papers citing "Towards Understanding the Data Dependency of Mixup-style Training"

9 / 9 papers shown
Title
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe
Yuxin Xiao
Shujian Zhang
Wenxuan Zhou
Marzyeh Ghassemi
Sanqiang Zhao
100
0
0
07 Oct 2024
For Better or For Worse? Learning Minimum Variance Features With Label Augmentation
For Better or For Worse? Learning Minimum Variance Features With Label Augmentation
Muthuraman Chidambaram
Rong Ge
AAML
18
0
0
10 Feb 2024
Pushing Boundaries: Mixup's Influence on Neural Collapse
Pushing Boundaries: Mixup's Influence on Neural Collapse
Quinn Fisher
Haoming Meng
V. Papyan
AAML
UQCV
38
5
0
09 Feb 2024
Tailoring Mixup to Data for Calibration
Tailoring Mixup to Data for Calibration
Quentin Bouniot
Pavlo Mozharovskyi
Florence dÁlché-Buc
55
1
0
02 Nov 2023
On the Limitations of Temperature Scaling for Distributions with
  Overlaps
On the Limitations of Temperature Scaling for Distributions with Overlaps
Muthuraman Chidambaram
Rong Ge
UQCV
37
4
0
01 Jun 2023
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function
  Perspective
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective
Chanwoo Park
Sangdoo Yun
Sanghyuk Chun
AAML
21
32
0
21 Aug 2022
Universum-inspired Supervised Contrastive Learning
Universum-inspired Supervised Contrastive Learning
Aiyang Han
Chuanxing Geng
Songcan Chen
SSL
23
3
0
22 Apr 2022
Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity
Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity
Jang-Hyun Kim
Wonho Choo
Hosan Jeong
Hyun Oh Song
197
176
0
05 Feb 2021
Bag of Tricks for Image Classification with Convolutional Neural
  Networks
Bag of Tricks for Image Classification with Convolutional Neural Networks
Tong He
Zhi-Li Zhang
Hang Zhang
Zhongyue Zhang
Junyuan Xie
Mu Li
221
1,399
0
04 Dec 2018
1