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2005.13149
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On Mutual Information in Contrastive Learning for Visual Representations
27 May 2020
Mike Wu
Chengxu Zhuang
Milan Mossé
Daniel L. K. Yamins
Noah D. Goodman
SSL
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Papers citing
"On Mutual Information in Contrastive Learning for Visual Representations"
50 / 59 papers shown
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Mutual Information guided Visual Contrastive Learning
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Yanchao Yang
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311
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26 Oct 2025
Neural Mutual Information Estimation with Vector Copulas
Yanzhi Chen
Zijing Ou
Adrian Weller
Michael U. Gutmann
145
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23 Oct 2025
Information Shapes Koopman Representation
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Wenxuan Yuan
Yiming Yang
Yuanzhao Zhang
Sibo Cheng
Yi He
Zhuo Sun
105
1
0
14 Oct 2025
A Simple Contrastive Framework Of Item Tokenization For Generative Recommendation
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Yifang Yuan
Fanyi Di
Jie Li
Y. Liu
Chen Li
Jie Huang
S. Wang
Yao Xu
X. Li
205
1
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20 Jun 2025
A Mathematical Perspective On Contrastive Learning
Ricardo Baptista
Andrew Stuart
S. D. Tran
180
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0
30 May 2025
An Augmentation-Aware Theory for Self-Supervised Contrastive Learning
Jingyi Cui
Hongwei Wen
Yisen Wang
SSL
147
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28 May 2025
Your Image is Secretly the Last Frame of a Pseudo Video
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Wenlin Chen
Lapo Rastrelli
Yingzhen Li
DiffM
VGen
377
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0
26 Oct 2024
Variational Inference Failures Under Model Symmetries: Permutation Invariant Posteriors for Bayesian Neural Networks
Yoav Gelberg
Tycho F. A. van der Ouderaa
Mark van der Wilk
Y. Gal
AAML
334
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0
10 Aug 2024
InfoNCE: Identifying the Gap Between Theory and Practice
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Patrik Reizinger
Attila Juhos
Oliver Bringmann
Roland S. Zimmermann
Wieland Brendel
490
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28 Jun 2024
Towards an Improved Understanding and Utilization of Maximum Manifold Capacity Representations
Rylan Schaeffer
Victor Lecomte
Dhruv Pai
Andres Carranza
Berivan Isik
...
Yann LeCun
SueYeon Chung
Andrey Gromov
Ravid Shwartz-Ziv
Sanmi Koyejo
273
9
0
13 Jun 2024
A Mutual Information Perspective on Federated Contrastive Learning
International Conference on Learning Representations (ICLR), 2024
Christos Louizos
M. Reisser
Denis Korzhenkov
SSL
FedML
294
5
0
03 May 2024
Machine Unlearning for Image-to-Image Generative Models
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Hsiang Hsu
Chun-Fu Chen
R. Marculescu
MU
VLM
352
47
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01 Feb 2024
Invariant Anomaly Detection under Distribution Shifts: A Causal Perspective
João B. S. Carvalho
Mengtao Zhang
Robin Geyer
C. Jiménez
J. M. Buhmann
211
11
0
21 Dec 2023
Self-Supervised Learning of Representations for Space Generates Multi-Modular Grid Cells
Neural Information Processing Systems (NeurIPS), 2023
Rylan Schaeffer
Mikail Khona
Tzuhsuan Ma
Cristobal Eyzaguirre
Sanmi Koyejo
Ila Rani Fiete
SSL
186
33
0
04 Nov 2023
Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning
Neural Information Processing Systems (NeurIPS), 2023
B. U. Demirel
Christian Holz
AI4TS
256
34
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23 Sep 2023
Composition-contrastive Learning for Sentence Embeddings
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
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Ruihong Huang
286
24
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14 Jul 2023
Factorized Contrastive Learning: Going Beyond Multi-view Redundancy
Neural Information Processing Systems (NeurIPS), 2023
Paul Pu Liang
Zihao Deng
Martin Q. Ma
James Zou
Louis-Philippe Morency
Ruslan Salakhutdinov
SSL
309
88
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08 Jun 2023
Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies
Ligong Han
Seung-Jun Han
Shivchander Sudalairaj
Charlotte Loh
Rumen Dangovski
...
Pulkit Agrawal
Dimitris N. Metaxas
Leonid Karlinsky
Tsui-Wei Weng
Akash Srivastava
273
3
0
02 Apr 2023
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for Histopathology
Nature Communications (Nat. Commun.), 2023
Ramin Nakhli
Allen W. Zhang
Katherine Rich
Amirali Darbandsari
Elahe Shenasa
...
K. Milne
J. McAlpine
B. Nelson
C. Gilks
A. Bashashati
166
13
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08 Mar 2023
Multispectral Contrastive Learning with Viewmaker Networks
Jasmine Bayrooti
Noah D. Goodman
Alex Tamkin
248
1
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11 Feb 2023
Evaluating Self-Supervised Learning via Risk Decomposition
International Conference on Machine Learning (ICML), 2023
Yann Dubois
Tatsunori Hashimoto
Abigail Z. Jacobs
284
9
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06 Feb 2023
miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
T. Klein
Moin Nabi
SSL
225
21
0
09 Nov 2022
Learning Self-Regularized Adversarial Views for Self-Supervised Vision Transformers
Tao Tang
Changlin Li
Guangrun Wang
Kaicheng Yu
Xiaojun Chang
Xiaodan Liang
ViT
212
1
0
16 Oct 2022
Improving Self-Supervised Learning by Characterizing Idealized Representations
Neural Information Processing Systems (NeurIPS), 2022
Yann Dubois
Tatsunori Hashimoto
Stefano Ermon
Abigail Z. Jacobs
SSL
306
46
0
13 Sep 2022
Is a Caption Worth a Thousand Images? A Controlled Study for Representation Learning
Shibani Santurkar
Yann Dubois
Rohan Taori
Abigail Z. Jacobs
Tatsunori Hashimoto
CLIP
VLM
201
43
0
15 Jul 2022
Consensus Learning for Cooperative Multi-Agent Reinforcement Learning
AAAI Conference on Artificial Intelligence (AAAI), 2022
Zhiwei Xu
Bin Zhang
Dapeng Li
Zeren Zhang
Guangchong Zhou
Hao Chen
Guoliang Fan
281
22
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06 Jun 2022
Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance with Expanded Views
Computer Vision and Pattern Recognition (CVPR), 2022
Junbo Zhang
Kaisheng Ma
244
57
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01 Jun 2022
Multiplexed Immunofluorescence Brain Image Analysis Using Self-Supervised Dual-Loss Adaptive Masked Autoencoder
S. Ly
Bai Lin
Hung Q. Vo
D. Maric
B. Roysam
H. V. Nguyen
204
0
0
10 May 2022
Discriminability-Transferability Trade-Off: An Information-Theoretic Perspective
European Conference on Computer Vision (ECCV), 2022
Quan Cui
Bingchen Zhao
Zhao-Min Chen
Borui Zhao
Renjie Song
Jiajun Liang
Boyan Zhou
Osamu Yoshie
337
19
0
08 Mar 2022
Crafting Better Contrastive Views for Siamese Representation Learning
Computer Vision and Pattern Recognition (CVPR), 2022
Xiang Peng
Kai Wang
Zheng Hua Zhu
Mang Wang
Yang You
SSL
294
120
0
07 Feb 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation
IEEE Transactions on Medical Imaging (IEEE TMI), 2022
Zhuowei Li
Zihao Liu
Zhiqiang Hu
Qing Xia
Ruiqin Xiong
Shaoting Zhang
Dimitris N. Metaxas
Tingting Jiang
SSL
197
10
0
21 Jan 2022
CLIP-Lite: Information Efficient Visual Representation Learning with Language Supervision
A. Shrivastava
Ramprasaath R. Selvaraju
Nikhil Naik
Vicente Ordonez
VLM
CLIP
203
8
0
14 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications
Karin Stacke
Jonas Unger
Claes Lundström
Gabriel Eilertsen
OOD
SSL
225
27
0
10 Dec 2021
Contrastive Representation Learning with Trainable Augmentation Channel
Masanori Koyama
Kentaro Minami
Takeru Miyato
Y. Gal
157
1
0
15 Nov 2021
Surrogate- and invariance-boosted contrastive learning for data-scarce applications in science
Charlotte Loh
T. Christensen
Rumen Dangovski
Samuel Kim
Marin Soljacic
197
23
0
15 Oct 2021
Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling
Prathyusha Jwalapuram
Shafiq Joty
Xiang Lin
241
18
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14 Oct 2021
Temperature as Uncertainty in Contrastive Learning
Oliver Zhang
Mike Wu
Jasmine Bayrooti
Noah D. Goodman
UQCV
317
36
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08 Oct 2021
Click-through Rate Prediction with Auto-Quantized Contrastive Learning
Yujie Pan
Jiangchao Yao
Bo Han
Kunyang Jia
Ya Zhang
Hongxia Yang
MQ
188
19
0
27 Sep 2021
Contrastive Multimodal Fusion with TupleInfoNCE
Yunze Liu
Qingnan Fan
Shanghang Zhang
Hao Dong
Thomas Funkhouser
Li Yi
183
80
0
06 Jul 2021
Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation
S. Bucci
Francesco Cappio Borlino
Barbara Caputo
Tatiana Tommasi
VLM
227
20
0
05 Jul 2021
Robust Representation Learning via Perceptual Similarity Metrics
International Conference on Machine Learning (ICML), 2021
Saeid Asgari Taghanaki
Kristy Choi
Amir Khasahmadi
Anirudh Goyal
SSL
131
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11 Jun 2021
Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning
Martin Q. Ma
Yifan Hao
Paul Pu Liang
Han Zhao
Kun Zhang
Ruslan Salakhutdinov
Louis-Philippe Morency
SSL
265
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05 Jun 2021
CoDeGAN: Contrastive Disentanglement for Generative Adversarial Network
Neurocomputing (Neurocomputing), 2021
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Peijun Tang
Zhiyong Chen
Zenglin Xu
GAN
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214
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05 Mar 2021
Semantically-Conditioned Negative Samples for Efficient Contrastive Learning
J. Ó. Neill
Danushka Bollegala
160
6
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12 Feb 2021
Exploring Cross-Image Pixel Contrast for Semantic Segmentation
IEEE International Conference on Computer Vision (ICCV), 2021
Wenguan Wang
Tianfei Zhou
Feng Yu
Jifeng Dai
E. Konukoglu
Luc Van Gool
458
539
0
28 Jan 2021
Understanding the Behaviour of Contrastive Loss
Computer Vision and Pattern Recognition (CVPR), 2020
Feng Wang
Huaping Liu
SSL
487
805
0
15 Dec 2020
Parameter Efficient Multimodal Transformers for Video Representation Learning
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Youngjae Yu
Gunhee Kim
Thomas Breuel
Jan Kautz
Yale Song
ViT
275
89
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A Unified Mixture-View Framework for Unsupervised Representation Learning
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Xiangxiang Chu
Xiaohang Zhan
Bo Zhang
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179
1
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26 Nov 2020
Combating the Instability of Mutual Information-based Losses via Regularization
Conference on Uncertainty in Artificial Intelligence (UAI), 2020
Kwanghee Choi
Siyeong Lee
AAML
393
6
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16 Nov 2020
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