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Feature Dropout: Revisiting the Role of Augmentations in Contrastive
  Learning

Feature Dropout: Revisiting the Role of Augmentations in Contrastive Learning

Neural Information Processing Systems (NeurIPS), 2022
16 December 2022
Alex Tamkin
Margalit Glasgow
Xiluo He
Noah D. Goodman
    SSL
ArXiv (abs)PDFHTML

Papers citing "Feature Dropout: Revisiting the Role of Augmentations in Contrastive Learning"

8 / 8 papers shown
Enhanced Pre-training of Graph Neural Networks for Million-Scale Heterogeneous Graphs
Enhanced Pre-training of Graph Neural Networks for Million-Scale Heterogeneous Graphs
Shengyin Sun
Chen Ma
Jiehao Chen
152
0
0
14 Oct 2025
Beyond Self-Consistency: Loss-Balanced Perturbation-Based Regularization Improves Industrial-Scale Ads Ranking
Beyond Self-Consistency: Loss-Balanced Perturbation-Based Regularization Improves Industrial-Scale Ads Ranking
Ilqar Ramazanli
Hamid Eghbalzadeh
Xiaoyi Liu
Yang Wang
Jiaxiang Fu
Kaushik Rangadurai
Sem Park
Bo Long
Xue Feng
318
1
0
05 Feb 2025
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-trainingComputer Vision and Pattern Recognition (CVPR), 2024
Sanghwan Kim
Rui Xiao
Mariana-Iuliana Georgescu
Stephan Alaniz
Zeynep Akata
VLM
711
7
0
02 Dec 2024
InfoNCE: Identifying the Gap Between Theory and Practice
InfoNCE: Identifying the Gap Between Theory and Practice
E. Rusak
Patrik Reizinger
Attila Juhos
Oliver Bringmann
Roland S. Zimmermann
Wieland Brendel
492
28
0
28 Jun 2024
Learning the Unlearned: Mitigating Feature Suppression in Contrastive
  Learning
Learning the Unlearned: Mitigating Feature Suppression in Contrastive Learning
Jihai Zhang
Xiang Lan
Xiaoye Qu
Yu Cheng
Mengling Feng
Bryan Hooi
SSL
302
5
0
19 Feb 2024
Multispectral Contrastive Learning with Viewmaker Networks
Multispectral Contrastive Learning with Viewmaker Networks
Jasmine Bayrooti
Noah D. Goodman
Alex Tamkin
248
1
0
11 Feb 2023
Task Ambiguity in Humans and Language Models
Task Ambiguity in Humans and Language Models
Alex Tamkin
Kunal Handa
Ava Shrestha
Noah D. Goodman
UQLM
333
24
0
20 Dec 2022
Unsupervised Learning of Visual Features by Contrasting Cluster
  Assignments
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCLSSL
1.2K
4,680
0
17 Jun 2020
1
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