Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

50 / 2,744 papers shown

Title
Automatic Shortcut Removal for Self-Supervised Representation Learning Matthias Minderer Olivier Bachem N. Houlsby Michael Tschannen SSL 37 73 0 20 Feb 2020
Convergence of End-to-End Training in Deep Unsupervised Contrastive Learning Zixin Wen SSL 27 2 0 17 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 78 18,462 0 13 Feb 2020
The Conditional Entropy Bottleneck Ian S. Fischer OOD 46 117 0 13 Feb 2020
Subclass Distillation Rafael Müller Simon Kornblith Geoffrey E. Hinton 34 33 0 10 Feb 2020
On Contrastive Learning for Likelihood-free Inference Conor Durkan Iain Murray George Papamakarios BDL 66 119 0 10 Feb 2020
Social diversity and social preferences in mixed-motive reinforcement learning Kevin R. McKee I. Gemp Brian McWilliams Edgar A. Duénez-Guzmán Edward Hughes Joel Z Leibo 28 81 0 06 Feb 2020
Graph Representation Learning via Graphical Mutual Information Maximization Zhen Peng Wenbing Huang Minnan Luo Q. Zheng Yu Rong Tingyang Xu Junzhou Huang SSL 75 570 0 04 Feb 2020
Deep Self-Supervised Representation Learning for Free-Hand Sketch Peng Xu Zeyu Song Qiyue Yin Yi-Zhe Song Liang Wang SSL 43 41 0 03 Feb 2020
TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network Jiaming Shen Zhihong Shen Chenyan Xiong Chi Wang Kuansan Wang Jiawei Han 32 74 0 26 Jan 2020
Silly rules improve the capacity of agents to learn stable enforcement and compliance behaviors Raphael Köster Dylan Hadfield-Menell Gillian K. Hadfield Joel Z Leibo 16 10 0 25 Jan 2020
Multi-task self-supervised learning for Robust Speech Recognition Mirco Ravanelli Jianyuan Zhong Santiago Pascual P. Swietojanski João Monteiro J. Trmal Yoshua Bengio SSL 189 289 0 25 Jan 2020
Optimized Generic Feature Learning for Few-shot Classification across Domains Tonmoy Saikia Thomas Brox Cordelia Schmid VLM 35 48 0 22 Jan 2020
Visually Guided Self Supervised Learning of Speech Representations Abhinav Shukla Konstantinos Vougioukas Pingchuan Ma Stavros Petridis Maja Pantic SSL 35 24 0 13 Jan 2020
ProphetNet: Predicting Future N-gram for Sequence-to-Sequence Pre-training Weizhen Qi Yu Yan Yeyun Gong Dayiheng Liu Nan Duan Jiusheng Chen Ruofei Zhang Ming Zhou AI4TS 32 449 0 13 Jan 2020
Predictive Coding for Boosting Deep Reinforcement Learning with Sparse Rewards Xingyu Lu Stas Tiomkin Pieter Abbeel OffRL 42 5 0 21 Dec 2019
Learning Disentangled Representations via Mutual Information Estimation E. Sanchez M. Serrurier M. Ortner SSL DRL 27 95 0 09 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 32 132 0 06 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 56 61 0 05 Dec 2019
Hindsight Credit Assignment Anna Harutyunyan Will Dabney Thomas Mesnard M. G. Azar Bilal Piot ... H. V. Hasselt Greg Wayne Satinder Singh Doina Precup Rémi Munos 32 72 0 05 Dec 2019
Learnt dynamics generalizes across tasks, datasets, and populations Usman Mahmood M. M. Rahman A. Fedorov Z. Fu Vince D. Calhoun Sergey Plis 22 4 0 04 Dec 2019
Oops! Predicting Unintentional Action in Video Dave Epstein Boyuan Chen Carl Vondrick 35 100 0 25 Nov 2019
Self-Supervised Learning For Few-Shot Image Classification Da Chen YueFeng Chen Yuhong Li Feng Mao Yuan He Hui Xue SSL 16 108 0 14 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 50 11,926 0 13 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 48 766 0 13 Nov 2019
Effectiveness of self-supervised pre-training for speech recognition Alexei Baevski Michael Auli Abdel-rahman Mohamed SSL 32 147 0 10 Nov 2019
Conditional Mutual Information Neural Estimator Sina Molavipour Germán Bassi Mikael Skoglund 29 14 0 06 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 46 70 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 37 57 0 29 Oct 2019
Learning to Predict Without Looking Ahead: World Models Without Forward Prediction C. Freeman Luke Metz David R Ha 38 35 0 29 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 48 50 0 28 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 65 372 0 25 Oct 2019
Unsupervised Representation Learning with Future Observation Prediction for Speech Emotion Recognition Zheng Lian J. Tao Bin Liu Jian Huang SSL 32 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 36 94 0 23 Oct 2019
Contrastive Representation Distillation Yonglong Tian Dilip Krishnan Phillip Isola 52 1,035 0 23 Oct 2019
Generative Pre-Training for Speech with Autoregressive Predictive Coding Yu-An Chung James R. Glass SSL 38 174 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 29 99 0 22 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 231 167 0 18 Oct 2019
Understanding the Limitations of Variational Mutual Information Estimators Jiaming Song Stefano Ermon SSL DRL 33 202 0 14 Oct 2019
vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations Alexei Baevski Steffen Schneider Michael Auli SSL 45 661 0 12 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 45 168 0 08 Oct 2019
BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle Peter West Ari Holtzman Jan Buys Yejin Choi SSL 27 60 0 16 Sep 2019
Learning Deep Representations by Mutual Information for Person Re-identification Peng Chen Tong Jia Pengfei Wu Jianjun Wu Dongyue Chen SSL 40 5 0 16 Aug 2019
Detecting semantic anomalies Faruk Ahmed Aaron Courville 24 83 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 35 85 0 09 Aug 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 82 489 0 31 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 41 327 0 28 Jul 2019
Large Scale Adversarial Representation Learning Jeff Donahue Karen Simonyan SSL 69 542 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 41 375 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 33 28 0 30 Jun 2019