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Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

50 / 3,233 papers shown

Title
Support-set bottlenecks for video-text representation learning Mandela Patrick Po-Yao (Bernie) Huang Yuki M. Asano Florian Metze Alexander G. Hauptmann João Henriques Andrea Vedaldi 108 249 0 06 Oct 2020
Representation learning from videos in-the-wild: An object-centric approach Rob Romijnders Aravindh Mahendran Michael Tschannen Josip Djolonga Marvin Ritter N. Houlsby Mario Lucic OCL SSL 70 8 0 06 Oct 2020
InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective Wei Ping Shuohang Wang Yu Cheng Zhe Gan R. Jia Yue Liu Jingjing Liu AAML 221 117 0 05 Oct 2020
Latent World Models For Intrinsically Motivated Exploration Aleksandr Ermolov N. Sebe 120 25 0 05 Oct 2020
SPLAT: Speech-Language Joint Pre-Training for Spoken Language Understanding Yu-An Chung Chenguang Zhu Michael Zeng VLM 70 8 0 05 Oct 2020
Conditional Negative Sampling for Contrastive Learning of Visual Representations Mike Wu Milan Mossé Chengxu Zhuang Daniel L. K. Yamins Noah D. Goodman SSL 108 79 0 05 Oct 2020
EqCo: Equivalent Rules for Self-supervised Contrastive Learning Benjin Zhu Junqiang Huang Zeming Li Xiangyu Zhang Jian Sun SSL 79 13 0 05 Oct 2020
DEMI: Discriminative Estimator of Mutual Information Ruizhi Liao Daniel Moyer Polina Golland W. Wells DRL 74 5 0 05 Oct 2020
Consensus Clustering With Unsupervised Representation Learning Jayanth Reddy Regatti A. Deshmukh Eren Manavoglu Ürün Dogan OOD SSL 71 20 0 03 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 144 647 0 02 Oct 2020
Contrastive Learning of Medical Visual Representations from Paired Images and Text Yuhao Zhang Hang Jiang Yasuhide Miura Christopher D. Manning C. Langlotz MedIm 222 774 0 02 Oct 2020
Understanding Self-supervised Learning with Dual Deep Networks Yuandong Tian Lantao Yu Xinlei Chen Surya Ganguli SSL 86 80 0 01 Oct 2020
Joint Contrastive Learning with Infinite Possibilities Qi Cai Yu Wang Yingwei Pan Ting Yao Tao Mei VLM 69 60 0 30 Sep 2020
S3K: Self-Supervised Semantic Keypoints for Robotic Manipulation via Multi-View Consistency Mel Vecerík Jean-Baptiste Regli Oleg O. Sushkov David Barker Rugile Pevceviciute Thomas Rothörl C. Schuster R. Hadsell Lourdes Agapito Jonathan Scholz 3DPC 105 40 0 30 Sep 2020
Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning Haotian Fu Hongyao Tang Jianye Hao Chong Chen Xidong Feng Dong Li Wulong Liu OffRL 83 50 0 29 Sep 2020
Learning to Detect Objects with a 1 Megapixel Event Camera E. Perot Pierre de Tournemire D. Nitti Jonathan Masci A. Sironi ObjD 85 263 0 28 Sep 2020
Learning Optimal Representations with the Decodable Information Bottleneck Yann Dubois Douwe Kiela D. Schwab Ramakrishna Vedantam 122 43 0 27 Sep 2020
An Unsupervised Sentence Embedding Method by Mutual Information Maximization Yan Zhang Ruidan He Zuozhu Liu Kwan Hui Lim Lidong Bing SSL 115 180 0 25 Sep 2020
Feature Adaptation of Pre-Trained Language Models across Languages and Domains with Robust Self-Training Hai Ye Qingyu Tan Ruidan He Juntao Li Hwee Tou Ng Lidong Bing VLM 80 7 0 24 Sep 2020
X-LXMERT: Paint, Caption and Answer Questions with Multi-Modal Transformers Jaemin Cho Jiasen Lu Dustin Schwenk Hannaneh Hajishirzi Aniruddha Kembhavi VLM MLLM 95 102 0 23 Sep 2020
Tailoring: encoding inductive biases by optimizing unsupervised objectives at prediction time Ferran Alet Maria Bauza Kenji Kawaguchi Nurullah Giray Kuru Tomas Lozano-Perez L. Kaelbling AI4CE 115 16 0 22 Sep 2020
Feature Distillation With Guided Adversarial Contrastive Learning Tao Bai Jinnan Chen Jun Zhao Bihan Wen Xudong Jiang Alex C. Kot AAML 58 9 0 21 Sep 2020
MoPro: Webly Supervised Learning with Momentum Prototypes Junnan Li Caiming Xiong Guosheng Lin 142 95 0 17 Sep 2020
TreeGAN: Incorporating Class Hierarchy into Image Generation Ruisi Zhang Luntian Mou P. Xie GAN 58 1 0 16 Sep 2020
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning Colorado Reed Sean L. Metzger A. Srinivas Trevor Darrell Kurt Keutzer SSL 91 49 0 16 Sep 2020
Unsupervised Summarization by Jointly Extracting Sentences and Keywords Zongyi Li Xiaoqing Zheng Jun He 23 4 0 16 Sep 2020
Evaluating representations by the complexity of learning low-loss predictors William F. Whitney M. Song David Brandfonbrener Jaan Altosaar Kyunghyun Cho 83 24 0 15 Sep 2020
Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning Costas Mavromatis George Karypis 69 55 0 15 Sep 2020
Decoupling Representation Learning from Reinforcement Learning Adam Stooke Kimin Lee Pieter Abbeel Michael Laskin SSL DRL 380 345 0 14 Sep 2020
Contrastive Self-supervised Learning for Graph Classification Jiaqi Zeng P. Xie SSL 115 156 0 13 Sep 2020
Removing the Background by Adding the Background: Towards Background Robust Self-supervised Video Representation Learning Jinpeng Wang Yuting Gao Ke Li Yiqi Lin A. J. Ma Hao Cheng Pai Peng Feiyue Huang Rongrong Ji Xing Sun SSL 140 97 0 12 Sep 2020
Activation Relaxation: A Local Dynamical Approximation to Backpropagation in the Brain Beren Millidge Alexander Tschantz A. Seth Christopher L. Buckley ODL 81 17 0 11 Sep 2020
Improving colonoscopy lesion classification using semi-supervised deep learning M. Golhar Taylor L. Bobrow M. Khoshknab S. Jit S. Ngamruengphong Nicholas J. Durr SSL 60 16 0 07 Sep 2020
Improving Language Generation with Sentence Coherence Objective R.-H. Sun Jie Yang M. Yousefzadeh SyDa LRM 24 8 0 07 Sep 2020
Self-Supervised Contrastive Learning for Code Retrieval and Summarization via Semantic-Preserving Transformations Nghi D. Q. Bui Yijun Yu Lingxiao Jiang SSL 145 122 0 06 Sep 2020
A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D Skeleton Based Person Re-Identification Haocong Rao Siqi Wang Xiping Hu Mingkui Tan Yi Guo Jun Cheng Xinwang Liu Bin Hu 3DH 76 69 0 05 Sep 2020
Naive Artificial Intelligence T. Barak Yehonatan Avidan Y. Loewenstein 36 0 0 04 Sep 2020
Action and Perception as Divergence Minimization Danijar Hafner Pedro A. Ortega Jimmy Ba Thomas Parr Karl J. Friston N. Heess 91 53 0 03 Sep 2020
A Primer on Motion Capture with Deep Learning: Principles, Pitfalls and Perspectives Alexander Mathis Steffen Schneider Jessy Lauer Mackenzie W. Mathis 112 166 0 01 Sep 2020
Active Contrastive Learning of Audio-Visual Video Representations Shuang Ma Zhaoyang Zeng Daniel J. McDuff Yale Song VLM SSL 60 8 0 31 Aug 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 80 104 0 31 Aug 2020
Puzzle-AE: Novelty Detection in Images through Solving Puzzles Mohammadreza Salehi Ainaz Eftekhar Niousha Sadjadi M. Rohban Hamid R. Rabiee AAML 183 44 0 29 Aug 2020
SketchEmbedNet: Learning Novel Concepts by Imitating Drawings Alexander Wang Mengye Ren R. Zemel SSL 60 22 0 27 Aug 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 76 59 0 26 Aug 2020
Transductive Information Maximization For Few-Shot Learning Malik Boudiaf Imtiaz Masud Ziko Jérôme Rony José Dolz Pablo Piantanida Ismail Ben Ayed VLM 83 79 0 25 Aug 2020
Contrastive learning, multi-view redundancy, and linear models Christopher Tosh A. Krishnamurthy Daniel J. Hsu SSL 116 167 0 24 Aug 2020
Action-Based Representation Learning for Autonomous Driving Yi Xiao Felipe Codevilla C. Pal Antonio M. López 84 10 0 21 Aug 2020
A Systematic Survey of Regularization and Normalization in GANs Ziqiang Li Muhammad Usman Rentuo Tao Pengfei Xia Xintian Wu Huanhuan Chen Bin Li 76 53 0 19 Aug 2020
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization Kun Zhou Haibo Wang Wayne Xin Zhao Yutao Zhu Sirui Wang Fuzheng Zhang Zhongyuan Wang Ji-Rong Wen 181 828 0 18 Aug 2020
Jointly Fine-Tuning "BERT-like" Self Supervised Models to Improve Multimodal Speech Emotion Recognition Shamane Siriwardhana Andrew Reis Rivindu Weerasekera Suranga Nanayakkara 85 112 0 15 Aug 2020