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Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

50 / 3,229 papers shown

Title
A Mutual Information Maximization Perspective of Language Representation Learning Lingpeng Kong Cyprien de Masson dÁutume Wang Ling Lei Yu Zihang Dai Dani Yogatama SSL 284 167 0 18 Oct 2019
Understanding the Limitations of Variational Mutual Information Estimators Jiaming Song Stefano Ermon SSL DRL 85 204 0 14 Oct 2019
Self-supervised Label Augmentation via Input Transformations Hankook Lee Sung Ju Hwang Jinwoo Shin SSL 68 63 0 14 Oct 2019
vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations Alexei Baevski Steffen Schneider Michael Auli SSL 185 668 0 12 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 98 171 0 08 Oct 2019
Unsupervised Domain Adaptation through Self-Supervision Yu Sun Eric Tzeng Trevor Darrell Alexei A. Efros OOD SSL 80 238 0 26 Sep 2019
BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle Peter West Ari Holtzman Jan Buys Yejin Choi SSL 79 63 0 16 Sep 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 115 361 0 10 Sep 2019
QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization Yi-Ting Yeh Yun-Nung Chen 81 35 0 31 Aug 2019
Detecting semantic anomalies Faruk Ahmed Aaron Courville 98 84 0 13 Aug 2019
Transferable Representation Learning in Vision-and-Language Navigation Haoshuo Huang Vihan Jain Harsh Mehta Alexander Ku Gabriel Ilharco Jason Baldridge Eugene Ie LM&Ro 79 89 0 09 Aug 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 196 502 0 31 Jul 2019
On the difficulty of learning and predicting the long-term dynamics of bouncing objects Alberto Cenzato Alberto Testolin Marco Zorzi 59 4 0 31 Jul 2019
Finding Moments in Video Collections Using Natural Language Victor Escorcia Mattia Soldan Josef Sivic Guohao Li Bryan C. Russell 55 7 0 30 Jul 2019
Charting the Right Manifold: Manifold Mixup for Few-shot Learning Puneet Mangla M. Singh Abhishek Sinha Nupur Kumari V. Balasubramanian Balaji Krishnamurthy SSL 113 329 0 28 Jul 2019
Large Scale Adversarial Representation Learning Jeff Donahue Karen Simonyan SSL 141 545 0 04 Jul 2019
Stochastic Latent Actor-Critic: Deep Reinforcement Learning with a Latent Variable Model Alex X. Lee Anusha Nagabandi Pieter Abbeel Sergey Levine OffRL BDL 93 382 0 01 Jul 2019
BERTphone: Phonetically-Aware Encoder Representations for Utterance-Level Speaker and Language Recognition Shaoshi Ling Julian Salazar Yuzong Liu Katrin Kirchhoff SSL 93 28 0 30 Jun 2019
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty Dan Hendrycks Mantas Mazeika Saurav Kadavath Basel Alomair OOD SSL 69 953 0 28 Jun 2019
Learning Belief Representations for Imitation Learning in POMDPs Tanmay Gangwani Joel Lehman Qiang Liu Jian Peng 59 37 0 22 Jun 2019
Shaping Belief States with Generative Environment Models for RL Karol Gregor Danilo Jimenez Rezende F. Besse Yan Wu Hamza Merzic Aaron van den Oord OffRL AI4CE 129 119 0 21 Jun 2019
Unsupervised State Representation Learning in Atari Ankesh Anand Evan Racah Sherjil Ozair Yoshua Bengio Marc-Alexandre Côté R. Devon Hjelm SSL 162 255 0 19 Jun 2019
Disentangled Inference for GANs with Latently Invertible Autoencoder Jiapeng Zhu Deli Zhao Bo Zhang Bolei Zhou GAN DRL 92 35 0 19 Jun 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 203 2,414 0 13 Jun 2019
Learning Video Representations using Contrastive Bidirectional Transformer Chen Sun Fabien Baradel Kevin Patrick Murphy Cordelia Schmid SSL ViT 136 134 0 13 Jun 2019
Learning from Unlabelled Videos Using Contrastive Predictive Neural 3D Mapping Adam W. Harley S. K. Lakshmikanth Fangyu Li Xian Zhou H. Tung Katerina Fragkiadaki SSL 48 5 0 10 Jun 2019
Selfie: Self-supervised Pretraining for Image Embedding Trieu H. Trinh Minh-Thang Luong Quoc V. Le SSL 72 113 0 07 Jun 2019
DeepMDP: Learning Continuous Latent Space Models for Representation Learning Carles Gelada Saurabh Kumar Jacob Buckman Ofir Nachum Marc G. Bellemare BDL 93 288 0 06 Jun 2019
Information Competing Process for Learning Diversified Representations Jie Hu Rongrong Ji Shengchuan Zhang Xiaoshuai Sun QiXiang Ye Chia-Wen Lin Q. Tian 193 14 0 04 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 204 1,481 0 03 Jun 2019
Putting An End to End-to-End: Gradient-Isolated Learning of Representations Sindy Löwe Peter O'Connor Bastiaan S. Veeling SSL 137 144 0 28 May 2019
Practical and Consistent Estimation of f-Divergences Paul Kishan Rubenstein Olivier Bousquet Josip Djolonga C. Riquelme Ilya O. Tolstikhin 66 45 0 27 May 2019
Self-supervised audio representation learning for mobile devices Marco Tagliasacchi Beat Gfeller Félix de Chaumont Quitry Dominik Roblek SSL AI4TS 74 47 0 24 May 2019
Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis David G. Clark J. Livezey K. Bouchard AI4TS 101 24 0 23 May 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 196 1,436 0 22 May 2019
Meta reinforcement learning as task inference Jan Humplik Alexandre Galashov Leonard Hasenclever Pedro A. Ortega Yee Whye Teh N. Heess OffRL 120 128 0 15 May 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 105 397 0 03 May 2019
Self-supervised Learning for Video Correspondence Flow Zihang Lai Weidi Xie VOS 84 49 0 02 May 2019
Prediction of Progression to Alzheimer's disease with Deep InfoMax A. Fedorov R. Devon Hjelm A. Abrol Z. Fu Yuhui Du Sergey Plis Vince D. Calhoun MedIm 26 23 0 24 Apr 2019
Graph Element Networks: adaptive, structured computation and memory Ferran Alet Adarsh K. Jeewajee Maria Bauzá Alberto Rodriguez Tomas Lozano-Perez L. Kaelbling AI4CE GNN 128 76 0 18 Apr 2019
Disentangled Representation Learning with Information Maximizing Autoencoder Kazi Nazmul Haque S. Latif R. Rana DRL 40 1 0 18 Apr 2019
Biphasic Learning of GANs for High-Resolution Image-to-Image Translation Jie Cao Huaibo Huang Yi Li Jingtuo Liu Ran He Zhenan Sun GAN 65 4 0 14 Apr 2019
wav2vec: Unsupervised Pre-training for Speech Recognition Steffen Schneider Alexei Baevski R. Collobert Michael Auli SSL 118 570 0 11 Apr 2019
Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks Santiago Pascual Mirco Ravanelli Joan Serrà Antonio Bonafonte Yoshua Bengio SSL 129 251 0 06 Apr 2019
An Unsupervised Autoregressive Model for Speech Representation Learning Yu-An Chung Wei-Ning Hsu Hao Tang James R. Glass SSL 114 409 0 05 Apr 2019
Contrastive Predictive Coding Based Feature for Automatic Speaker Verification Cheng-I Jeff Lai SSL 88 27 0 01 Apr 2019
Local Aggregation for Unsupervised Learning of Visual Embeddings Chengxu Zhuang Alex Zhai Daniel L. K. Yamins SSL 105 448 0 29 Mar 2019
Wasserstein Dependency Measure for Representation Learning Sherjil Ozair Corey Lynch Yoshua Bengio Aaron van den Oord Sergey Levine P. Sermanet SSL DRL 146 119 0 28 Mar 2019
Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods Guo-Jun Qi Jiebo Luo SSL 61 246 0 27 Mar 2019
Learning Correspondence from the Cycle-Consistency of Time Xinyu Wang Allan Jabri Alexei A. Efros SSL 120 492 0 18 Mar 2019