A Theoretical Analysis of Contrastive Unsupervised Representation Learning

25 February 2019

Papers citing "A Theoretical Analysis of Contrastive Unsupervised Representation Learning"

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Title
ReSSL: Relational Self-Supervised Learning with Weak Augmentation Mingkai Zheng Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 23 113 0 20 Jul 2021
Boosting Few-Shot Classification with View-Learnable Contrastive Learning Xu Luo Yuxuan Chen Liangjiang Wen Lili Pan Zenglin Xu VLM SSL 18 25 0 20 Jul 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 28 49 0 13 Jul 2021
Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification Xiaohan Xing Yuenan Hou Han Li Yixuan Yuan Hongsheng Li Max Q.-H. Meng VLM 39 37 0 07 Jul 2021
Improving Text-to-Image Synthesis Using Contrastive Learning Hui Ye Xiulong Yang Martin Takáč Rajshekhar Sunderraman Shihao Ji 24 83 0 06 Jul 2021
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 43 28 0 02 Jul 2021
Supervised Contrastive Learning for Accented Speech Recognition Tao Han Hantao Huang Ziang Yang Wei Han 49 15 0 02 Jul 2021
Pretext Tasks selection for multitask self-supervised speech representation learning Salah Zaiem Titouan Parcollet S. Essid Abdel Heba SSL 24 12 0 01 Jul 2021
Exploring Localization for Self-supervised Fine-grained Contrastive Learning Di Wu Siyuan Li Z. Zang Stan Z. Li SSL 37 9 0 30 Jun 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning Pan Zhou Caiming Xiong Xiaotong Yuan Guosheng Lin SSL 22 12 0 28 Jun 2021
Co $^2$ L: Contrastive Continual Learning Hyuntak Cha Jaeho Lee Jinwoo Shin CLL SSL VLM 60 295 0 28 Jun 2021
Lossy Compression for Lossless Prediction Yann Dubois Benjamin Bloem-Reddy Karen Ullrich Chris J. Maddison 22 60 0 21 Jun 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
Prototypical Graph Contrastive Learning Shuai Lin Pan Zhou Zi-Yuan Hu Shuojia Wang Ruihui Zhao Yefeng Zheng Liang Lin Eric Xing Xiaodan Liang 26 86 0 17 Jun 2021
Deep Contrastive Graph Representation via Adaptive Homotopy Learning Rui Zhang Chen Lu Ziheng Jiao Xuelong Li 29 4 0 17 Jun 2021
Why Do Pretrained Language Models Help in Downstream Tasks? An Analysis of Head and Prompt Tuning Colin Wei Sang Michael Xie Tengyu Ma 24 97 0 17 Jun 2021
On the Power of Multitask Representation Learning in Linear MDP Rui Lu Gao Huang S. Du 27 28 0 15 Jun 2021
ATD: Augmenting CP Tensor Decomposition by Self Supervision Chaoqi Yang Cheng Qian Navjot Singh Cao Xiao M. P. M. Brandon Westover Edgar Solomonik Jimeng Sun ViT 27 8 0 15 Jun 2021
Pre-Trained Models: Past, Present and Future Xu Han Zhengyan Zhang Ning Ding Yuxian Gu Xiao Liu ... Jie Tang Ji-Rong Wen Jinhui Yuan Wayne Xin Zhao Jun Zhu AIFin MQ AI4MH 58 818 0 14 Jun 2021
Self-Supervised Metric Learning in Multi-View Data: A Downstream Task Perspective Shulei Wang SSL 30 3 0 14 Jun 2021
Understanding Latent Correlation-Based Multiview Learning and Self-Supervision: An Identifiability Perspective Qinjie Lyu Xiao Fu Weiran Wang Songtao Lu SSL 23 30 0 14 Jun 2021
Robust Representation Learning via Perceptual Similarity Metrics Saeid Asgari Taghanaki Kristy Choi Amir Khasahmadi Anirudh Goyal SSL 18 30 0 11 Jun 2021
Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style Julius von Kügelgen Yash Sharma Luigi Gresele Wieland Brendel Bernhard Schölkopf M. Besserve Francesco Locatello 30 304 0 08 Jun 2021
Provable Guarantees for Self-Supervised Deep Learning with Spectral Contrastive Loss Jeff Z. HaoChen Colin Wei Adrien Gaidon Tengyu Ma SSL 24 302 0 08 Jun 2021
Incremental False Negative Detection for Contrastive Learning Tsai-Shien Chen Wei-Chih Hung Hung-Yu Tseng Shao-Yi Chien Ming-Hsuan Yang SSL CLL 18 61 0 07 Jun 2021
Category Contrast for Unsupervised Domain Adaptation in Visual Tasks Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu Ling Shao CML 37 128 0 05 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 23 14 0 05 Jun 2021
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding S. Tonekaboni Danny Eytan Anna Goldenberg CML SSL AI4TS 27 284 0 01 Jun 2021
Toward Understanding the Feature Learning Process of Self-supervised Contrastive Learning Zixin Wen Yuanzhi Li SSL MLT 32 131 0 31 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 20 574 0 27 May 2021
CoSQA: 20,000+ Web Queries for Code Search and Question Answering Junjie Huang Duyu Tang Linjun Shou Ming Gong Ke Xu Daxin Jiang Ming Zhou Nan Duan 36 112 0 27 May 2021
Rethinking InfoNCE: How Many Negative Samples Do You Need? Chuhan Wu Fangzhao Wu Yongfeng Huang 27 43 0 27 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 64 96 0 17 May 2021
Benchmarking down-scaled (not so large) pre-trained language models Matthias Aßenmacher P. Schulze C. Heumann 14 1 0 11 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 42 12 0 08 May 2021
Graph Pooling via Coarsened Graph Infomax Yunsheng Pang Yunxiang Zhao Dongsheng Li GNN 39 41 0 04 May 2021
CoCon: Cooperative-Contrastive Learning Nishant Rai Ehsan Adeli Kuan-Hui Lee Adrien Gaidon Juan Carlos Niebles SSL 20 18 0 30 Apr 2021
Self-supervised Spatial Reasoning on Multi-View Line Drawings Siyuan Xiang Anbang Yang Yanfei Xue Yaoqing Yang Chen Feng SSL 3DPC 34 1 0 27 Apr 2021
Conditional independence for pretext task selection in Self-supervised speech representation learning Salah Zaiem Titouan Parcollet S. Essid SSL 6 4 0 15 Apr 2021
Towards Explainable Multi-Party Learning: A Contrastive Knowledge Sharing Framework Yuan Gao Jiawei Li Maoguo Gong Yu Xie •. A. K. Qin 22 0 0 14 Apr 2021
Disentangled Contrastive Learning for Learning Robust Textual Representations Xiang Chen Xin Xie Zhen Bi Hongbin Ye Shumin Deng Ningyu Zhang Huajun Chen 35 5 0 11 Apr 2021
Contrastive Learning of Global-Local Video Representations Shuang Ma Zhaoyang Zeng Daniel J. McDuff Yale Song SSL 32 7 0 07 Apr 2021
Instance Level Affinity-Based Transfer for Unsupervised Domain Adaptation Astuti Sharma Tarun Kalluri Manmohan Chandraker 20 48 0 03 Apr 2021
Contrastive Reasoning in Neural Networks Mohit Prabhushankar Ghassan AlRegib 17 10 0 23 Mar 2021
Self-supervised Representation Learning with Relative Predictive Coding Yao-Hung Hubert Tsai Martin Q. Ma Muqiao Yang Han Zhao Louis-Philippe Morency Ruslan Salakhutdinov SSL AI4TS 38 36 0 21 Mar 2021
Structure Inducing Pre-Training Matthew B. A. McDermott Brendan Yap Peter Szolovits Marinka Zitnik 42 18 0 18 Mar 2021
For Manifold Learning, Deep Neural Networks can be Locality Sensitive Hash Functions Nishanth Dikkala Gal Kaplun Rina Panigrahy 19 6 0 11 Mar 2021
CoDeGAN: Contrastive Disentanglement for Generative Adversarial Network Lili Pan Peijun Tang Zhiyong Chen Zenglin Xu GAN DRL 18 6 0 05 Mar 2021
Can Pretext-Based Self-Supervised Learning Be Boosted by Downstream Data? A Theoretical Analysis Jiaye Teng Weiran Huang Haowei He SSL 29 11 0 05 Mar 2021
Contrastive learning of strong-mixing continuous-time stochastic processes Bingbin Liu Pradeep Ravikumar Andrej Risteski SSL 30 3 0 03 Mar 2021