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Contrastive Representation Learning: A Framework and Review

10 October 2020

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

33 / 283 papers shown

Title
Simpler, Faster, Stronger: Breaking The log-K Curse On Contrastive Learners With FlatNCE Junya Chen Zhe Gan Xuan Li Qing Guo Liqun Chen ... Belinda Zeng Wenlian Lu Fan Li Lawrence Carin Chenyang Tao 98 28 0 02 Jul 2021
Circumpapillary OCT-Focused Hybrid Learning for Glaucoma Grading Using Tailored Prototypical Neural Networks Gabriel García Rocío del Amor Adrián Colomer R. Verdú J. Morales-Sánchez Valery Naranjo 65 26 0 25 Jun 2021
Investigating the Role of Negatives in Contrastive Representation Learning Jordan T. Ash Surbhi Goel A. Krishnamurthy Dipendra Kumar Misra SSL 88 54 0 18 Jun 2021
Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning Martin Q. Ma Yao-Hung Hubert Tsai Paul Pu Liang Han Zhao Kun Zhang Ruslan Salakhutdinov Louis-Philippe Morency SSL 96 16 0 05 Jun 2021
Self-Guided Contrastive Learning for BERT Sentence Representations Taeuk Kim Kang Min Yoo Sang-goo Lee SSL 109 205 0 03 Jun 2021
NewsEmbed: Modeling News through Pre-trained Document Representations Jialu Liu Tianqi Liu Cong Yu VLM 214 12 0 01 Jun 2021
Contrastive Fine-tuning Improves Robustness for Neural Rankers Xiaofei Ma Cicero Nogueira dos Santos Andrew O. Arnold 119 20 0 27 May 2021
GeomCA: Geometric Evaluation of Data Representations Petra Poklukar Anastasia Varava Danica Kragic 62 11 0 26 May 2021
Deep-Learned Event Variables for Collider Phenomenology Doojin Kim K. Kong Konstantin T. Matchev Myeonghun Park Prasanth Shyamsundar CML DRL 13 10 0 21 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 139 73 0 08 May 2021
Self-Supervised Learning from Automatically Separated Sound Scenes Eduardo Fonseca A. Jansen D. Ellis Scott Wisdom Marco Tagliasacchi J. Hershey Manoj Plakal Shawn Hershey R. C. Moore Xavier Serra SSL 81 13 0 05 May 2021
Evaluating Contrastive Models for Instance-based Image Retrieval Tarun Krishna Kevin McGuinness Noel E. O'Connor 48 5 0 30 Apr 2021
Improving BERT Model Using Contrastive Learning for Biomedical Relation Extraction P. Su Yifan Peng K. Vijay-Shanker SSL 54 36 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 82 62 0 28 Apr 2021
A Framework using Contrastive Learning for Classification with Noisy Labels Madalina Ciortan R. Dupuis Thomas Peel VLM NoLa 47 12 0 19 Apr 2021
Enriched Music Representations with Multiple Cross-modal Contrastive Learning Andrés Ferraro Xavier Favory Konstantinos Drossos Yuntae Kim Dmitry Bogdanov 136 26 0 01 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 139 128 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 137 108 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 110 188 0 22 Mar 2021
BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi Noboru Harada K. Kashino SSL 112 179 0 11 Mar 2021
Set Representation Learning with Generalized Sliced-Wasserstein Embeddings Navid Naderializadeh Soheil Kolouri Joseph F. Comer Reed W. Andrews Heiko Hoffmann 120 6 0 05 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 117 40 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 105 57 0 19 Feb 2021
Dissecting Supervised Contrastive Learning Florian Graf Christoph Hofer Marc Niethammer Roland Kwitt SSL 168 77 0 17 Feb 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 136 46 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 83 117 0 08 Dec 2020
FROST: Faster and more Robust One-shot Semi-supervised Training Helena E. Liu L. Smith BDL OffRL 84 1 0 18 Nov 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 103 98 0 05 Nov 2020
Learning Contextual Tag Embeddings for Cross-Modal Alignment of Audio and Tags Xavier Favory Konstantinos Drossos Tuomas Virtanen Xavier Serra 118 15 0 27 Oct 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 355 4,115 0 17 Jun 2020
Contrastive Multi-View Representation Learning on Graphs Kaveh Hassani Amir Hosein Khas Ahmadi SSL 271 1,312 0 10 Jun 2020
Network Comparison with Interpretable Contrastive Network Representation Learning Takanori Fujiwara Jian Zhao Francine Chen Yaoliang Yu K. Ma 47 5 0 25 May 2020
Contrastive Representation Distillation Yonglong Tian Dilip Krishnan Phillip Isola 285 1,059 0 23 Oct 2019