Contrastive Representation Learning: A Framework and Review

10 October 2020

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

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Title
Feature diversity in self-supervised learning Pranshu Malviya Arjun Vaithilingam Sudhakar SSL LRM 12 2 0 02 Sep 2022
Contrastive Audio-Language Learning for Music Ilaria Manco Emmanouil Benetos Elio Quinton Gyorgy Fazekas 27 44 0 25 Aug 2022
Representation learning for a generalized, quantitative comparison of complex model outputs Colin G. Cess Stacey D. Finley 22 2 0 12 Aug 2022
Pose Uncertainty Aware Movement Synchrony Estimation via Spatial-Temporal Graph Transformer Jicheng Li Anjana Bhat R. Barmaki ViT 27 5 0 01 Aug 2022
Contrastive Learning of Features between Images and LiDAR Peng-Tao Jiang Srikanth Saripalli 3DPC SSL 28 6 0 24 Jun 2022
Towards Galaxy Foundation Models with Hybrid Contrastive Learning Mike Walmsley I. V. Slijepcevic Micah Bowles A. Scaife VLM 40 16 0 23 Jun 2022
Utilizing Expert Features for Contrastive Learning of Time-Series Representations Manuel Nonnenmacher Lukas Oldenburg Ingo Steinwart David Reeb AI4TS 43 21 0 23 Jun 2022
Volumetric Supervised Contrastive Learning for Seismic Semantic Segmentation Kiran Kokilepersaud Mohit Prabhushankar Ghassan AlRegib SSL 11 16 0 16 Jun 2022
Text-Aware End-to-end Mispronunciation Detection and Diagnosis Linkai Peng Yingming Gao Binghuai Lin Dengfeng Ke Yanlu Xie Jinsong Zhang 24 3 0 15 Jun 2022
MSR: Making Self-supervised learning Robust to Aggressive Augmentations Ying-Long Bai Erkun Yang Zhaoqing Wang Yuxuan Du Bo Han Cheng Deng Dadong Wang Tongliang Liu SSL 31 3 0 04 Jun 2022
Additive Logistic Mechanism for Privacy-Preserving Self-Supervised Learning Yunhao Yang Parham Gohari Ufuk Topcu 26 1 0 25 May 2022
Utilizing unsupervised learning to improve sward content prediction and herbage mass estimation Paul Albert Mohamed Saadeldin Badri Narayanan Brian Mac Namee D. Hennessy Aisling O'Connor Noel E. O'Connor Kevin McGuinness SSL 20 1 0 20 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 24 4 0 18 Apr 2022
Semantic Pose Verification for Outdoor Visual Localization with Self-supervised Contrastive Learning Semih Orhan Jose J. Guerrero Y. Bastanlar SSL 18 5 0 31 Mar 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 23 30 0 23 Mar 2022
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity Yuntong Ye C. Yu Yi Chang Lin Zhu Xile Zhao Luxin Yan Yonghong Tian SSL 18 49 0 22 Mar 2022
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Liang Wang Wei-Ye Zhao Zhuoyu Wei Jingming Liu 28 178 0 04 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 35 106 0 02 Mar 2022
Multi-Level Contrastive Learning for Cross-Lingual Alignment Beiduo Chen Wu Guo Bin Gu Quan Liu Yongchao Wang 26 5 0 26 Feb 2022
AtmoDist: Self-supervised Representation Learning for Atmospheric Dynamics Sebastian Hoffmann C. Lessig AI4Cl 24 8 0 02 Feb 2022
Neural Information Squeezer for Causal Emergence Jiang Zhang Kaiwei Liu CML 30 14 0 25 Jan 2022
$Asymptotics of $\ell_2$ Regularized Network Embeddings$ Asymptotics of $\ell_2$ Regularized Network Embeddings A. Davison 25 0 0 05 Jan 2022
Meta-Learning and Self-Supervised Pretraining for Real World Image Translation Ileana Rugina Rumen Dangovski Mark S. Veillette Pooya Khorrami Brian Cheung Olga Simek M. Soljavcić VLM SSL 25 2 0 22 Dec 2021
Bootstrap Equilibrium and Probabilistic Speaker Representation Learning for Self-supervised Speaker Verification Sung Hwan Mun Min Hyun Han Dongjune Lee Jihwan Kim N. Kim SSL 41 3 0 16 Dec 2021
Learning with Subset Stacking Ilker Birbil S. Yıldırım Kaya Gökalp Hakan Akyüz 28 0 0 12 Dec 2021
Contrastive Continual Learning with Feature Propagation Xuejun Han Yuhong Guo CLL 26 4 0 03 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan Fahad Shahbaz Khan Michael S. Ryoo ViT 39 84 0 02 Dec 2021
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks Loic Jezequel Ngoc-Son Vu Jean Beaudet A. Histace 32 19 0 24 Nov 2021
Malfustection: Obfuscated Malware Detection and Malware Classification with Data Shortage by Combining Semi-Supervised and Contrastive Learning Mohammad Mahdi Maghouli Mohamadreza Fereydooni M. Abdoos M. Vahidi-Asl AAML 19 3 0 18 Nov 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 37 176 0 17 Sep 2021
NORESQA: A Framework for Speech Quality Assessment using Non-Matching References Pranay Manocha Buye Xu Anurag Kumar 35 44 0 16 Sep 2021
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu Qing Guo FaML 157 94 0 12 Sep 2021
EfficientCLIP: Efficient Cross-Modal Pre-training by Ensemble Confident Learning and Language Modeling Jue Wang Haofan Wang Jincan Deng Weijia Wu Debing Zhang VLM CLIP 67 18 0 10 Sep 2021
Aligning Cross-lingual Sentence Representations with Dual Momentum Contrast Liang Wang Wei-Ye Zhao Jingming Liu 40 14 0 01 Sep 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 42 45 0 23 Aug 2021
Investigating the Role of Negatives in Contrastive Representation Learning Jordan T. Ash Surbhi Goel A. Krishnamurthy Dipendra Kumar Misra SSL 29 49 0 18 Jun 2021
Self-Guided Contrastive Learning for BERT Sentence Representations Taeuk Kim Kang Min Yoo Sang-goo Lee SSL 39 202 0 03 Jun 2021
Contrastive Fine-tuning Improves Robustness for Neural Rankers Xiaofei Ma Cicero Nogueira dos Santos Andrew O. Arnold 18 20 0 27 May 2021
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text Siyuan Wang Wanjun Zhong Duyu Tang Zhongyu Wei Zhihao Fan Daxin Jiang Ming Zhou Nan Duan NAI 31 70 0 08 May 2021
Improving BERT Model Using Contrastive Learning for Biomedical Relation Extraction P. Su Yifan Peng K. Vijay-Shanker SSL 34 35 0 28 Apr 2021
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection Shixing Chen Xiaohan Nie David D. Fan Dongqing Zhang Vimal Bhat Raffay Hamid SSL 27 62 0 28 Apr 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 33 127 0 30 Mar 2021
Self-Supervised Pretraining Improves Self-Supervised Pretraining Colorado Reed Xiangyu Yue Aniruddha Nrusimha Sayna Ebrahimi Vivek Vijaykumar ... Shanghang Zhang Devin Guillory Sean L. Metzger Kurt Keutzer Trevor Darrell 25 105 0 23 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 37 181 0 22 Mar 2021
BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino SSL 38 175 0 11 Mar 2021
Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View Xuanchi Ren Tao Yang Yuwang Wang W. Zeng CoGe OCL DRL 38 36 0 21 Feb 2021
Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction Mehdi Azabou M. G. Azar Ran Liu Chi-Heng Lin Erik C. Johnson ... Lindsey Kitchell Keith B. Hengen William R. Gray Roncal Michal Valko Eva L. Dyer AI4TS 35 56 0 19 Feb 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 22 43 0 13 Feb 2021
Multi-Objective Interpolation Training for Robustness to Label Noise Diego Ortego Eric Arazo Paul Albert Noel E. O'Connor Kevin McGuinness NoLa 27 112 0 08 Dec 2020
CODER: Knowledge infused cross-lingual medical term embedding for term normalization Zheng Yuan Zhengyun Zhao Haixia Sun Jiao Li Fei Wang Sheng Yu MedIm 21 95 0 05 Nov 2020