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Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

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Title
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 196 100 0 25 Jul 2020
Transferred Discrepancy: Quantifying the Difference Between Representations Yunzhen Feng Runtian Zhai Di He Liwei Wang Bin Dong DRL 43 11 0 24 Jul 2020
Predictive Information Accelerates Learning in RL Kuang-Huei Lee Ian S. Fischer Anthony Z. Liu Yijie Guo Honglak Lee John F. Canny S. Guadarrama 127 73 0 24 Jul 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 250 648 0 21 Jul 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 110 13 0 20 Jul 2020
Self-similarity Student for Partial Label Histopathology Image Segmentation Hsien-Tzu Cheng Chun-Fu Yeh Po-Chen Kuo Andy Wei Keng-Chi Liu Mong-Chi Ko Kuan-Hua Chao Yu-Ching Peng Tyng-Luh Liu 123 20 0 19 Jul 2020
Mapping in a cycle: Sinkhorn regularized unsupervised learning for point cloud shapes Lei Yang Wenxi Liu Zhiming Cui Nenglun Chen Wenping Wang 3DPC 42 16 0 19 Jul 2020
MIXÉM: Unsupervised Image Classification using a Mixture of Embeddings Ali Varamesh Tinne Tuytelaars VLM 58 4 0 18 Jul 2020
Improving Object Detection with Selective Self-supervised Self-training Yandong Li Di Huang Danfeng Qin Liqiang Wang Boqing Gong 127 65 0 17 Jul 2020
Co-Attention for Conditioned Image Matching Olivia Wiles Sébastien Ehrhardt Andrew Zisserman VLM 130 13 0 16 Jul 2020
PC-PG: Policy Cover Directed Exploration for Provable Policy Gradient Learning Alekh Agarwal Mikael Henaff Sham Kakade Wen Sun OffRL 94 110 0 16 Jul 2020
Autoregressive Unsupervised Image Segmentation Yassine Ouali C´eline Hudelot Myriam Tami SSL 107 87 0 16 Jul 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 89 608 0 16 Jul 2020
GraphCL: Contrastive Self-Supervised Learning of Graph Representations H. Hafidi Mounir Ghogho P. Ciblat A. Swami SSL 93 53 0 15 Jul 2020
Whitening for Self-Supervised Representation Learning Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto N. Sebe SSL 118 316 0 13 Jul 2020
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech Andy T. Liu Shang-Wen Li Hung-yi Lee SSL 185 362 0 12 Jul 2020
Data-Efficient Reinforcement Learning with Self-Predictive Representations Max Schwarzer Ankesh Anand Rishab Goel R. Devon Hjelm Aaron Courville Philip Bachman 135 321 0 12 Jul 2020
Representation Learning via Adversarially-Contrastive Optimal Transport A. Cherian Shuchin Aeron OT 43 7 0 11 Jul 2020
Contrastive Code Representation Learning Paras Jain Ajay Jain Tianjun Zhang Pieter Abbeel Joseph E. Gonzalez Ion Stoica SSL DRL 138 151 0 09 Jul 2020
InfoMax-GAN: Improved Adversarial Image Generation via Information Maximization and Contrastive Learning Kwot Sin Lee Ngoc-Trung Tran Ngai-Man Cheung GAN 97 69 0 09 Jul 2020
Auxiliary Tasks Speed Up Learning PointGoal Navigation Joel Ye Dhruv Batra Erik Wijmans Abhishek Das 3DPC EgoV 108 79 0 09 Jul 2020
Learning Speech Representations from Raw Audio by Joint Audiovisual Self-Supervision Abhinav Shukla Stavros Petridis Maja Pantic SSL 65 16 0 08 Jul 2020
Improving Weakly Supervised Visual Grounding by Contrastive Knowledge Distillation Liwei Wang Jing-ling Huang Yin Li Kun Xu Zhengyuan Yang Dong Yu ObjD 74 84 0 03 Jul 2020
Self-supervised Neural Architecture Search Sapir Kaplan Raja Giryes SSL 70 12 0 03 Jul 2020
Relating by Contrasting: A Data-efficient Framework for Multimodal Generative Models Yuge Shi Brooks Paige Philip Torr N. Siddharth VLM 106 38 0 02 Jul 2020
Data Augmenting Contrastive Learning of Speech Representations in the Time Domain Eugene Kharitonov M. Rivière Gabriel Synnaeve Lior Wolf Pierre-Emmanuel Mazaré Matthijs Douze Emmanuel Dupoux 144 118 0 02 Jul 2020
On Linear Identifiability of Learned Representations Geoffrey Roeder Luke Metz Diederik P. Kingma CML 83 85 0 01 Jul 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 194 1,241 0 01 Jul 2020
A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks H. H. Mao BDL SSL 72 50 0 01 Jul 2020
Debiased Contrastive Learning Ching-Yao Chuang Joshua Robinson Yen-Chen Lin Antonio Torralba Stefanie Jegelka SSL 177 569 0 01 Jul 2020
Subject-Aware Contrastive Learning for Biosignals Joseph Y. Cheng Hanlin Goh Kaan Dogrusoz Oncel Tuzel Erdrin Azemi SSL 70 112 0 30 Jun 2020
Self-Supervised MultiModal Versatile Networks Jean-Baptiste Alayrac Adrià Recasens R. Schneider Relja Arandjelović Jason Ramapuram J. Fauw Lucas Smaira Sander Dieleman Andrew Zisserman SSL 213 375 0 29 Jun 2020
Video Representation Learning with Visual Tempo Consistency Ceyuan Yang Yinghao Xu Bo Dai Bolei Zhou 68 92 0 28 Jun 2020
GPT-GNN: Generative Pre-Training of Graph Neural Networks Ziniu Hu Yuxiao Dong Kuansan Wang Kai-Wei Chang Yizhou Sun SSL AI4CE 184 567 0 27 Jun 2020
Domain Contrast for Domain Adaptive Object Detection Feng Liu Xiaosong Zhang Fang Wan Xiangyang Ji QiXiang Ye 66 36 0 26 Jun 2020
On Equivariant and Invariant Learning of Object Landmark Representations Zezhou Cheng Jong-Chyi Su Subhransu Maji SSL 63 7 0 26 Jun 2020
Space-Time Correspondence as a Contrastive Random Walk Allan Jabri Andrew Owens Alexei A. Efros SSL OT 160 304 0 25 Jun 2020
SOAC: The Soft Option Actor-Critic Architecture Chenghao Li Xiaoteng Ma Chongjie Zhang Jun Yang L. Xia Qianchuan Zhao 55 6 0 25 Jun 2020
Unsupervised Cross-lingual Representation Learning for Speech Recognition Alexis Conneau Alexei Baevski R. Collobert Abdel-rahman Mohamed Michael Auli SSL 175 782 0 24 Jun 2020
Self-supervised Video Object Segmentation Fangrui Zhu Li Zhang Yanwei Fu G. Guo Weidi Xie VOS 58 12 0 22 Jun 2020
Telescoping Density-Ratio Estimation Benjamin Rhodes Kai Xu Michael U. Gutmann 188 97 0 22 Jun 2020
Self-Supervised Representations Improve End-to-End Speech Translation Anne Wu Changhan Wang J. Pino Jiatao Gu SSL 110 40 0 22 Jun 2020
CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information Pengyu Cheng Weituo Hao Shuyang Dai Jiachang Liu Zhe Gan Lawrence Carin VLM 104 359 0 22 Jun 2020
Unsupervised Image Classification for Deep Representation Learning Weijie Chen Shiliang Pu Di Xie Shicai Yang Yilu Guo Luojun Lin SSL VLM 75 14 0 20 Jun 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 345 5,880 0 20 Jun 2020
FLAMBE: Structural Complexity and Representation Learning of Low Rank MDPs Alekh Agarwal Sham Kakade A. Krishnamurthy Wen Sun OffRL 233 227 0 18 Jun 2020
Supervision Accelerates Pre-training in Contrastive Semi-Supervised Learning of Visual Representations Mahmoud Assran Nicolas Ballas Lluis Castrejon Michael G. Rabbat SSL 33 3 0 18 Jun 2020
Learning Invariant Representations for Reinforcement Learning without Reconstruction Amy Zhang R. McAllister Roberto Calandra Y. Gal Sergey Levine OOD SSL 208 481 0 18 Jun 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 97 554 0 18 Jun 2020
Joint Contrastive Learning for Unsupervised Domain Adaptation Changhwa Park Jonghyun Lee Jaeyoon Yoo Minhoe Hur Sungroh Yoon 86 37 0 18 Jun 2020