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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
Oops! Predicting Unintentional Action in Video Dave Epstein Boyuan Chen Carl Vondrick 122 103 0 25 Nov 2019
Learning Hierarchical Discrete Linguistic Units from Visually-Grounded Speech David Harwath Wei-Ning Hsu James R. Glass 104 85 0 21 Nov 2019
Unsupervised Deep Metric Learning via Auxiliary Rotation Loss Xuefei Cao Bor-Chun Chen Ser-Nam Lim SSL 57 19 0 16 Nov 2019
Transfer Learning of fMRI Dynamics Usman Mahmood Md. Mahfuzur Rahman A. Fedorov Z. Fu Sergey Plis 34 9 0 16 Nov 2019
Self-Supervised Learning For Few-Shot Image Classification Da Chen YueFeng Chen Yuhong Li Feng Mao Yuan He Hui Xue SSL 79 111 0 14 Nov 2019
Coincidence, Categorization, and Consolidation: Learning to Recognize Sounds with Minimal Supervision A. Jansen D. Ellis Shawn Hershey R. C. Moore Manoj Plakal Ashok Popat Rif A. Saurous SSL 72 27 0 14 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 322 12,184 0 13 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 160 778 0 13 Nov 2019
Effectiveness of self-supervised pre-training for speech recognition Alexei Baevski Michael Auli Abdel-rahman Mohamed SSL 126 147 0 10 Nov 2019
Conditional Mutual Information Neural Estimator Sina Molavipour Germán Bassi Mikael Skoglund 122 14 0 06 Nov 2019
A Unified Stochastic Gradient Approach to Designing Bayesian-Optimal Experiments Adam Foster M. Jankowiak M. O'Meara Yee Whye Teh Tom Rainforth BDL 79 61 0 01 Nov 2019
Generalization of Reinforcement Learners with Working and Episodic Memory Meire Fortunato Melissa Tan Ryan Faulkner Steven Hansen Adria Puigdomenech Badia Gavin Buttimore Charlie Deck Joel Z Leibo Charles Blundell 126 71 0 29 Oct 2019
Weakly Supervised Prostate TMA Classification via Graph Convolutional Networks Jingwen Wang Richard J. Chen Ming Y. Lu Alexander S. Baras Faisal Mahmood MedIm 186 58 0 29 Oct 2019
Learning to Predict Without Looking Ahead: World Models Without Forward Prediction C. Freeman Luke Metz David R Ha 93 36 0 29 Oct 2019
Skip-Clip: Self-Supervised Spatiotemporal Representation Learning by Future Clip Order Ranking Alaaeldin El-Nouby Shuangfei Zhai Graham W. Taylor J. Susskind AI4TS SSL CLIP 52 15 0 28 Oct 2019
Towards Unsupervised Speech Recognition and Synthesis with Quantized Speech Representation Learning Alexander H. Liu Tao Tu Hung-yi Lee Lin-Shan Lee SSL 114 50 0 28 Oct 2019
Training ASR models by Generation of Contextual Information Kritika Singh Dmytro Okhonko Jun Liu Yongqiang Wang Frank Zhang ... Sergey Edunov Fuchun Peng Yatharth Saraf Geoffrey Zweig Abdel-rahman Mohamed 61 7 0 27 Oct 2019
SPICE: Self-supervised Pitch Estimation Beat Gfeller Christian Frank Dominik Roblek Matthew Sharifi Marco Tagliasacchi Mihajlo Velimirović 88 80 0 25 Oct 2019
Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders Andy T. Liu Shu-Wen Yang Po-Han Chi Po-Chun Hsu Hung-yi Lee SSL 167 374 0 25 Oct 2019
Unsupervised Representation Learning with Future Observation Prediction for Speech Emotion Recognition Zheng Lian J. Tao Bin Liu Jian Huang SSL 56 17 0 24 Oct 2019
Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding Ming Y. Lu Richard J. Chen Jingwen Wang Debora Dillon Faisal Mahmood SSL 114 99 0 23 Oct 2019
Contrastive Representation Distillation Yonglong Tian Dilip Krishnan Phillip Isola 298 1,059 0 23 Oct 2019
Generative Pre-Training for Speech with Autoregressive Predictive Coding Yu-An Chung James R. Glass SSL 105 174 0 23 Oct 2019
Improving Transformer-based Speech Recognition Using Unsupervised Pre-training Dongwei Jiang Xiaoning Lei Wubo Li Ne Luo Yuxuan Hu Wei Zou Xiangang Li 93 99 0 22 Oct 2019
Self-Supervised Sim-to-Real Adaptation for Visual Robotic Manipulation Rae Jeong Y. Aytar D. Khosid Yuxiang Zhou Jackie Kay Thomas Lampe Konstantinos Bousmalis F. Nori SSL 50 58 0 21 Oct 2019
A Mutual Information Maximization Perspective of Language Representation Learning Lingpeng Kong Cyprien de Masson dÁutume Wang Ling Lei Yu Zihang Dai Dani Yogatama SSL 310 167 0 18 Oct 2019
Understanding the Limitations of Variational Mutual Information Estimators Jiaming Song Stefano Ermon SSL DRL 89 204 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 194 669 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 84 238 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 96 63 0 16 Sep 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 135 361 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 100 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 88 89 0 09 Aug 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 206 502 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 62 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 145 545 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 115 383 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 101 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 90 955 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 135 119 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 191 255 0 19 Jun 2019
Disentangled Inference for GANs with Latently Invertible Autoencoder Jiapeng Zhu Deli Zhao Bo Zhang Bolei Zhou GAN DRL 112 35 0 19 Jun 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 250 2,417 0 13 Jun 2019
Learning Video Representations using Contrastive Bidirectional Transformer Chen Sun Fabien Baradel Kevin Patrick Murphy Cordelia Schmid SSL ViT 147 134 0 13 Jun 2019