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Contrastive Representation Learning: A Framework and Review

10 October 2020

Papers citing "Contrastive Representation Learning: A Framework and Review"

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Title
Representation Learning in a Decomposed Encoder Design for Bio-inspired Hebbian Learning Achref Jaziri Sina Ditzel Iuliia Pliushch Visvanathan Ramesh SSL 75 1 0 22 Nov 2023
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 55 2 0 15 Nov 2023
Towards a Unified Framework of Contrastive Learning for Disentangled Representations Stefan Matthes Zhiwei Han Hao Shen 92 4 0 08 Nov 2023
CATE Estimation With Potential Outcome Imputation From Local Regression Ahmed Aloui Juncheng Dong Cat P. Le Vahid Tarokh CML 58 2 0 07 Nov 2023
Augment with Care: Enhancing Graph Contrastive Learning with Selective Spectrum Perturbation Kaiqi Yang Haoyu Han Wei Jin Hui Liu 74 2 0 20 Oct 2023
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Hui Cai Xiang Zhang Xiaofeng Liu AI4TS 89 1 0 13 Oct 2023
Self-supervised Representation Learning From Random Data Projectors Yi Sui Tongzi Wu Jesse C. Cresswell Ga Wu George Stein Xiao Shi Huang Xiaochen Zhang Anthony L. Caterini 98 11 0 11 Oct 2023
Exploring the Creation and Humanization of Digital Life: Consciousness Simulation and Human-Machine Interaction Qikang Zhang AI4CE 87 1 0 10 Oct 2023
An Investigation of Representation and Allocation Harms in Contrastive Learning Subha Maity Mayank Agarwal Mikhail Yurochkin Yuekai Sun 99 2 0 02 Oct 2023
SINCERE: Supervised Information Noise-Contrastive Estimation REvisited Patrick Feeney M. C. Hughes 88 3 0 25 Sep 2023
Affective Game Computing: A Survey Georgios N. Yannakakis Dávid Melhárt 93 15 0 25 Sep 2023
Semi-supervised News Discourse Profiling with Contrastive Learning Ming Li Ruihong Huang 65 2 0 20 Sep 2023
Revisiting Energy Based Models as Policies: Ranking Noise Contrastive Estimation and Interpolating Energy Models Sumeet Singh Stephen Tu Vikas Sindhwani DiffM 113 8 0 11 Sep 2023
Towards Contrastive Learning in Music Video Domain Karel Veldkamp Mariya Hendriksen Zoltán Szlávik Alexander Keijser SSL 61 2 0 01 Sep 2023
Expanding Frozen Vision-Language Models without Retraining: Towards Improved Robot Perception Riley Tavassoli Mani Amani Reza Akhavian 76 1 0 31 Aug 2023
Semi-Supervised Learning via Weight-aware Distillation under Class Distribution Mismatch Pan Du Suyun Zhao Zisen Sheng Cuiping Li Hong Chen 67 8 0 23 Aug 2023
Contrastive Learning-based Imputation-Prediction Networks for In-hospital Mortality Risk Modeling using EHRs Yuxi Liu Zhenhao Zhang S. Qin Flora D. Salim Antonio Jimeno Yepes 66 8 0 19 Aug 2023
CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection Zahra Zamanzadeh Darban Geoffrey I. Webb Shirui Pan Charu C. Aggarwal Mahsa Salehi AI4TS 94 23 0 18 Aug 2023
Model Provenance via Model DNA Xin Mu Yu Wang Yehong Zhang Jiaqi Zhang Haibo Wang Yang Xiang Yue Yu SyDa 69 0 0 04 Aug 2023
Learning beyond sensations: how dreams organize neuronal representations Nicolas Deperrois Mihai A. Petrovici Walter Senn Jakob Jordan SSL CLL 59 7 0 03 Aug 2023
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond Junyu Chen Yihao Liu Shuwen Wei Zhangxing Bian Shalini Subramanian A. Carass Jerry L. Prince Yong Du OOD 119 46 0 28 Jul 2023
SCRAPS: Speech Contrastive Representations of Acoustic and Phonetic Spaces Iván Vallés-Pérez Grzegorz Beringer Piotr Bilinski G. Cook Roberto Barra-Chicote 63 1 0 23 Jul 2023
PASTA: Pretrained Action-State Transformer Agents Raphael Boige Yannis Flet-Berliac Arthur Flajolet Guillaume Richard Thomas Pierrot LM&Ro OffRL 122 5 0 20 Jul 2023
Cryo-forum: A framework for orientation recovery with uncertainty measure with the application in cryo-EM image analysis Szu-Chi Chung 64 1 0 19 Jul 2023
AdaptiveRec: Adaptively Construct Pairs for Contrastive Learning in Sequential Recommendation Jaeheyoung Jeon Jung Hyun Ryu Jewoong Cho Myung-joo Kang 59 1 0 07 Jul 2023
Exploring the In-context Learning Ability of Large Language Model for Biomedical Concept Linking Qinyong Wang Zhenxiang Gao Rong Xu 91 14 0 03 Jul 2023
S2SNet: A Pretrained Neural Network for Superconductivity Discovery Ke Liu Kaifan Yang Jiahong Zhang Renjun Xu 38 6 0 28 Jun 2023
Multi-IMU with Online Self-Consistency for Freehand 3D Ultrasound Reconstruction Mingyuan Luo Xin Yang Zhongnuo Yan Junyu Li Yuanji Zhang Jiongquan Chen Xindi Hu Jikuan Qian Jun Cheng Dong Ni 49 6 0 28 Jun 2023
Dental CLAIRES: Contrastive LAnguage Image REtrieval Search for Dental Research Tanjida Kabir Luyao Chen Muhammad Walji Luca Giancardo Xiaoqian Jiang Shayan Shams 29 0 0 27 Jun 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Yuxuan Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 234 118 0 16 Jun 2023
Contrastive Learning for Predicting Cancer Prognosis Using Gene Expression Values Anchen Sun Elizabeth J. Franzmann Zhibin Chen Xiaodong Cai 48 5 0 09 Jun 2023
A brief review of contrastive learning applied to astrophysics M. Huertas-Company R. Sarmiento J. Knapen 78 9 0 08 Jun 2023
Attention Weighted Mixture of Experts with Contrastive Learning for Personalized Ranking in E-commerce Juan Gong Zhe Chen Chao Ma Zhuojian Xiao Hong Wang Guoyu Tang Lin Liu Sulong Xu Bo Long Yunjiang Jiang 76 4 0 08 Jun 2023
Interpretable Alzheimer's Disease Classification Via a Contrastive Diffusion Autoencoder Ayodeji Ijishakin A. Abdulaal Adamos Hadjivasiliou Sophie Martin James H. Cole DiffM MedIm 119 9 0 05 Jun 2023
Discovering COVID-19 Coughing and Breathing Patterns from Unlabeled Data Using Contrastive Learning with Varying Pre-Training Domains Jinjin Cai Sudip Vhaduri Xiao Luo SSL 60 6 0 02 Jun 2023
Who Would be Interested in Services? An Entity Graph Learning System for User Targeting Dan Yang Binbin Hu Xiaoyan Yang Yue Shen Qing Cui Jinjie Gu Guannan Zhang 77 4 0 30 May 2023
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning Amirhossein Abaskohi S. Rothe Yadollah Yaghoobzadeh VLM 105 19 0 29 May 2023
ContrastNER: Contrastive-based Prompt Tuning for Few-shot NER Amirhossein Layegh A. H. Payberah A. Soylu Dumitru Roman M. Matskin VLM 80 8 0 29 May 2023
Beyond Reward: Offline Preference-guided Policy Optimization Yachen Kang Dingxu Shi Jinxin Liu Li He Donglin Wang OffRL 75 35 0 25 May 2023
End-to-End Simultaneous Speech Translation with Differentiable Segmentation Shaolei Zhang Yang Feng 73 18 0 25 May 2023
Sample and Predict Your Latent: Modality-free Sequential Disentanglement via Contrastive Estimation Ilana D Naiman Nimrod Berman Omri Azencot DRL 99 6 0 25 May 2023
Clinically Labeled Contrastive Learning for OCT Biomarker Classification Kiran Kokilepersaud Stephanie Trejo Corona Mohit Prabhushankar Ghassan Al-Regib C. Wykoff 77 13 0 24 May 2023
ChatGPT-Like Large-Scale Foundation Models for Prognostics and Health Management: A Survey and Roadmaps Yanfang Li Huan Wang Muxia Sun LM&MA AI4TS AI4CE 105 59 0 10 May 2023
Adaptive Domain Generalization for Digital Pathology Images A. Walker MedIm OOD 65 1 0 09 May 2023
Unsupervised Mutual Transformer Learning for Multi-Gigapixel Whole Slide Image Classification S. Javed Arif Mahmood Talha Qaiser J. Bingler Markus Leippold ViT MedIm 76 8 0 03 May 2023
Enhancing Adversarial Contrastive Learning via Adversarial Invariant Regularization Xilie Xu Jingfeng Zhang Feng Liu Masashi Sugiyama Mohan S. Kankanhalli AAML 118 11 0 30 Apr 2023
Exploiting the Distortion-Semantic Interaction in Fisheye Data Kiran Kokilepersaud Mohit Prabhushankar Yavuz Yarici Ghassan AlRegib Armin Parchami 62 4 0 28 Apr 2023
Effective Open Intent Classification with K-center Contrastive Learning and Adjustable Decision Boundary Xiaokang Liu Jianquan Li Jingjing Mu Min Yang Ruifeng Xu Benyou Wang VLM 44 4 0 20 Apr 2023
Masked Pre-Training of Transformers for Histology Image Analysis Shuai Jiang Liesbeth Hondelink A. Suriawinata Saeed Hassanpour MedIm 57 18 0 14 Apr 2023
CLSA: Contrastive Learning-based Survival Analysis for Popularity Prediction in MEC Networks Zohreh Hajiakhondi-Meybodi Arash Mohammadi J. Abouei Konstantinos N. Plataniotis 52 2 0 21 Mar 2023