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What Makes for Good Views for Contrastive Learning?

20 May 2020

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Papers citing "What Makes for Good Views for Contrastive Learning?"

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Title
LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics Randall Balestriero Yann LeCun 38 0 0 11 Nov 2025
Self-Harmony: Learning to Harmonize Self-Supervision and Self-Play in Test-Time Reinforcement Learning Ru Wang Wei Huang Qi Cao Yusuke Iwasawa Yutaka Matsuo Jiaxian Guo 58 0 0 03 Nov 2025
Don't Blind Your VLA: Aligning Visual Representations for OOD Generalization Nikita Kachaev Mikhail Kolosov Daniil Zelezetsky A. Kovalev Aleksandr I. Panov VLM 148 1 0 29 Oct 2025
Learning Without Augmenting: Unsupervised Time Series Representation Learning via Frame Projections B. U. Demirel Christian Holz AI4TS SSL 102 0 0 26 Oct 2025
From Pixels to Views: Learning Angular-Aware and Physics-Consistent Representations for Light Field Microscopy Feng He Guodong Tan Qiankun Li Jun Yu Quan Wen 20 0 0 26 Oct 2025
Multimodal Datasets with Controllable Mutual Information Raheem Karim Hashmani G. W. Merz Helen Qu Mariel Pettee K. Cranmer 48 0 0 24 Oct 2025
CytoNet: A Foundation Model for the Human Cerebral Cortex Christian Schiffer Zeynep Boztoprak Jan-Oliver Kropp Julia Thönnißen Katia Berr H. Spitzer Katrin Amunts Timo Dickscheid 32 0 0 21 Oct 2025
Exploring Structural Degradation in Dense Representations for Self-supervised Learning Siran Dai Qianqian Xu Peisong Wen Yang Liu Qingming Huang 56 1 0 20 Oct 2025
Complementary and Contrastive Learning for Audio-Visual SegmentationIEEE transactions on multimedia (TMM), 2025 Sitong Gong Yunzhi Zhuge Lu Zhang Pingping Zhang Huchuan Lu VOS 114 2 0 11 Oct 2025
Enhancing Self-Supervised Learning with Semantic Pairs A New Dataset and Empirical Study Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong SSL 129 0 0 09 Oct 2025
On the Alignment Between Supervised and Self-Supervised Contrastive Learning Achleshwar Luthra Priyadarsi Mishra Tomer Galanti SSL 79 0 0 09 Oct 2025
Partial Information Decomposition via Normalizing Flows in Latent Gaussian Distributions Wenyuan Zhao Adithya Balachandran Chao Tian Paul Pu Liang 86 0 0 06 Oct 2025
Task-Level Contrastiveness for Cross-Domain Few-Shot Learning Kristi Topollai A. Choromańska 60 0 0 03 Oct 2025
FairContrast: Enhancing Fairness through Contrastive learning and Customized Augmenting Methods on Tabular Data Aida Tayebi Ali Khodabandeh Yalabadi Mehdi Yazdani-Jahromi O. Garibay FaML 112 0 0 02 Oct 2025
Disentanglement of Variations with Multimodal Generative Modeling Yijie Zhang Yiyang Shen Weiran Wang 52 0 0 28 Sep 2025
GenView++: Unifying Adaptive View Generation and Quality-Driven Supervision for Contrastive Representation Learning Xiaojie Li Bei Wang Jianlong Wu Yue Yu Liqiang Nie Min Zhang AI4TS 44 0 0 28 Sep 2025
Graph Your Own Prompt Xi Ding Lei Wang Piotr Koniusz Yongsheng Gao 93 0 0 27 Sep 2025
Enriching Knowledge Distillation with Intra-Class Contrastive Learning Hua Yuan Ning Xu Xin Geng Yong Rui 52 0 0 26 Sep 2025
Wonder Wins Ways: Curiosity-Driven Exploration through Multi-Agent Contextual Calibration Yiyuan Pan Zhe Liu Hesheng Wang LRM 50 0 0 25 Sep 2025
Diffusion-Augmented Contrastive Learning: A Noise-Robust Encoder for Biosignal Representations Rami Zewail DiffM MedIm 132 0 0 24 Sep 2025
Can multimodal representation learning by alignment preserve modality-specific information? Romain Thoreau Jessie Levillain Dawa Derksen 36 0 0 22 Sep 2025
ToFU: Transforming How Federated Learning Systems Forget User Data Van-Tuan Tran Hong-Hanh Nguyen-Le Quoc-Viet Pham FedML MU 60 1 0 19 Sep 2025
CoUn: Empowering Machine Unlearning via Contrastive Learning Yasser H. Khalil Mehdi Setayesh Hongliang Li MU CLL 153 0 0 19 Sep 2025
Beyond Instance Consistency: Investigating View Diversity in Self-supervised Learning Huaiyuan Qin M. Yang Siyuan Hu Peng Hu Yu Zhang Chen Gong Hongyuan Zhu 77 0 0 14 Sep 2025
Maximally Useful and Minimally Redundant: The Key to Self Supervised Learning for Imbalanced Data Yash Kumar Sharma Vineet Nair Wilson Naik SSL 72 0 0 10 Sep 2025
Domain Knowledge is Power: Leveraging Physiological Priors for Self Supervised Representation Learning in Electrocardiography Nooshin Maghsoodi Sarah Nassar P. Wilson Minh-Son To Sophia Mannina Shamel Addas Stephanie Sibley David Maslove Purang Abolmaesumi P. Mousavi 20 0 0 09 Sep 2025
Towards Meta-Cognitive Knowledge Editing for Multimodal LLMs Zhaoyu Fan Kaihang Pan Mingze Zhou Bosheng Qin Juncheng Billy Li Shengyu Zhang Wenqiao Zhang Siliang Tang Fei Wu Yueting Zhuang KELM 80 0 0 06 Sep 2025
Unsupervised Training of Vision Transformers with Synthetic Negatives Nikolaos Giakoumoglou Andreas Floros Kleanthis Marios Papadopoulos Tania Stathaki ViT 40 0 0 02 Sep 2025
Federated Learning for Large Models in Medical Imaging: A Comprehensive Review Mengyu Sun Ziyuan Yang Yongqiang Huang Hui Yu Yingyu Chen Shuren Qi Andrew Beng Jin Teoh Yi Zhang FedML 41 0 0 28 Aug 2025
Adaptive Anomaly Detection in Evolving Network Environments Ehssan Mousavipour Andrey Dimanchev Majid Ghaderi 40 0 0 20 Aug 2025
Refining Contrastive Learning and Homography Relations for Multi-Modal Recommendation Shouxing Ma Yawen Zeng Shiqing Wu Guandong Xu 28 0 0 19 Aug 2025
Backdooring Self-Supervised Contrastive Learning by Noisy Alignment Tuo Chen Jie Gui Minjing Dong Ju Jia Lanting Fang Jian Liu AAML 48 0 0 19 Aug 2025
S5: Scalable Semi-Supervised Semantic Segmentation in Remote Sensing Liang Lv Di Wang Jing Zhang L. Zhang AI4TS 66 0 0 17 Aug 2025
ATCTrack: Aligning Target-Context Cues with Dynamic Target States for Robust Vision-Language Tracking X. Feng Shuyan Hu X. Li D. Zhang M. Wu Jie Zhang Xiaosha Chen K. Huang 82 1 0 26 Jul 2025
LEAD: Exploring Logit Space Evolution for Model SelectionComputer Vision and Pattern Recognition (CVPR), 2024 Zixuan Hu Xiaotong Li Shixiang Tang Jun Liu Yichun Hu Ling-yu Duan 119 7 0 19 Jul 2025
MIRRAMS: Learning Robust Tabular Models under Unseen Missingness Shifts Jihye Lee Minseo Kang Dongha Kim OOD VLM 84 0 0 11 Jul 2025
A Simple Contrastive Framework Of Item Tokenization For Generative Recommendation Penglong Zhai Yifang Yuan Fanyi Di Jie Li Y. Liu Chen Li Jie Huang S. Wang Yao Xu X. Li 135 1 0 20 Jun 2025
Uncertainty Awareness Enables Efficient Labeling for Cancer Subtyping in Digital PathologyIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Nirhoshan Sivaroopan Chamuditha Jayanga Galappaththige Chalani Ekanayake Hasindri Watawana Ranga Rodrigo Chamira U. S. Edussooriya D. Wadduwage 126 0 0 13 Jun 2025
EquiCaps: Predictor-Free Pose-Aware Pre-Trained Capsule Networks Athinoulla Konstantinou Georgios Leontidis Mamatha Thota A. Durrant 3DPC 197 0 0 11 Jun 2025
On the Similarities of Embeddings in Contrastive Learning Chungpa Lee Sehee Lim Kibok Lee Jy-yong Sohn SSL 216 1 0 11 Jun 2025
Aligning Multimodal Representations through an Information Bottleneck Antonio Almudévar José Miguel Hernández-Lobato Sameer Khurana R. Marxer Alfonso Ortega SSL 227 3 0 05 Jun 2025
ECP-Mamba: An Efficient Multi-scale Self-supervised Contrastive Learning Method with State Space Model for PolSAR Image ClassificationIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2025 Zuzheng Kuang Haixia Bi Chen Xu Jian Sun Mamba 169 1 0 01 Jun 2025
TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning Andreas Auer Patrick Podest Daniel Klotz Sebastian Böck Günter Klambauer Sepp Hochreiter AI4TS 115 19 0 29 May 2025
FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification Tian Tian Chunyan Miao Hangwei Qian AI4TS 100 2 0 29 May 2025
An Augmentation-Aware Theory for Self-Supervised Contrastive Learning Jingyi Cui Hongwei Wen Yisen Wang SSL 92 0 0 28 May 2025
AdaDim: Dimensionality Adaptation for SSL Representational Dynamics Kiran Kokilepersaud Mohit Prabhushankar Ghassan AlRegib 250 1 0 18 May 2025
DDAE++: Enhancing Diffusion Models Towards Unified Generative and Discriminative Learning Weilai Xiang Hongyu Yang Di Huang Yunhong Wang 267 1 0 16 May 2025
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining Raghuveer Thirukovalluru Rui Meng Wenshu Fan Karthikeyan K Mingyi Su Ping Nie Semih Yavuz Yingbo Zhou Lei Ma Bhuwan Dhingra 229 8 0 16 May 2025
Benchmarking Transferability: A Framework for Fair and Robust Evaluation Alireza Kazemi Helia Rezvani Mahsa Baktashmotlagh 186 1 0 28 Apr 2025
Representation Learning via Non-Contrastive Mutual Information Z. Guo Bernardo Avila-Pires Khimya Khetarpal Dale Schuurmans Bo Dai SSL 255 2 0 23 Apr 2025