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Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

50 / 3,273 papers shown

Title
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology Richard J. Chen Rahul G. Krishnan MedIm ViT 96 88 0 01 Mar 2022
DreamingV2: Reinforcement Learning with Discrete World Models without Reconstruction Masashi Okada T. Taniguchi 3DV OffRL 103 24 0 01 Mar 2022
A Brief Overview of Unsupervised Neural Speech Representation Learning Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin Lars Maaløe Christian Igel BDL AI4TS SSL 96 11 0 01 Mar 2022
Multi-modal Alignment using Representation Codebook Jiali Duan Liqun Chen Son Tran Jinyu Yang Yi Xu Belinda Zeng Trishul Chilimbi 105 68 0 28 Feb 2022
Understanding Contrastive Learning Requires Incorporating Inductive Biases Nikunj Saunshi Jordan T. Ash Surbhi Goel Dipendra Kumar Misra Cyril Zhang Sanjeev Arora Sham Kakade A. Krishnamurthy SSL 112 113 0 28 Feb 2022
A Mutually Reinforced Framework for Pretrained Sentence Embeddings Junhan Yang Zheng Liu Shitao Xiao Jianxun Lian Lijun Wu Defu Lian Guangzhong Sun Xing Xie SSL 48 2 0 28 Feb 2022
HiCLRE: A Hierarchical Contrastive Learning Framework for Distantly Supervised Relation Extraction Dongyang Li Taolin Zhang Nan Hu Chengyu Wang Xiaofeng He 66 28 0 27 Feb 2022
Supervising Remote Sensing Change Detection Models with 3D Surface Semantics Isaac Corley Peyman Najafirad 3DPC 63 6 0 26 Feb 2022
Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding Rui Cao Yihao Wang Y. Liang Ling Gao Jie Zheng Jie Ren Zheng Wang 91 36 0 26 Feb 2022
Multi-Level Contrastive Learning for Cross-Lingual Alignment Beiduo Chen Wu Guo Bin Gu Quan Liu Yongchao Wang 86 5 0 26 Feb 2022
Adversarial Contrastive Self-Supervised Learning Wentao Zhu Hang Shang Tingxun Lv Chao Liao Sen Yang Ji Liu SSL 37 1 0 26 Feb 2022
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation Hemlata Tak Massimiliano Todisco Xin Wang Jee-weon Jung Junichi Yamagishi Nicholas W. D. Evans 129 168 0 24 Feb 2022
Word Segmentation on Discovered Phone Units with Dynamic Programming and Self-Supervised Scoring Herman Kamper 107 26 0 24 Feb 2022
Interpolation-based Contrastive Learning for Few-Label Semi-Supervised Learning Xihong Yang Xiaochang Hu Sihang Zhou Xinwang Liu En Zhu SSL 329 44 0 24 Feb 2022
Multi-view Intent Disentangle Graph Networks for Bundle Recommendation Sen Zhao Wei Wei Ding Zou Xian-Ling Mao 116 91 0 23 Feb 2022
ViKiNG: Vision-Based Kilometer-Scale Navigation with Geographic Hints Dhruv Shah Sergey Levine 187 71 0 23 Feb 2022
Retrieval Augmented Classification for Long-Tail Visual Recognition Alex Long Wei Yin Thalaiyasingam Ajanthan Vu-Linh Nguyen Pulak Purkait Ravi Garg Alan Blair Chunhua Shen Anton Van Den Hengel 70 114 0 22 Feb 2022
Indiscriminate Poisoning Attacks on Unsupervised Contrastive Learning Hao He Kaiwen Zha Dina Katabi AAML 109 34 0 22 Feb 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 95 94 0 22 Feb 2022
Vision-Language Pre-Training with Triple Contrastive Learning Jinyu Yang Jiali Duan Son N. Tran Yi Xu Sampath Chanda Liqun Chen Belinda Zeng Trishul Chilimbi Junzhou Huang VLM 120 300 0 21 Feb 2022
A Self-Supervised Descriptor for Image Copy Detection Ed Pizzi Sreya . Dutta Roy Sugosh Nagavara Ravindra Priya Goyal Matthijs Douze SSL 96 126 0 21 Feb 2022
S3T: Self-Supervised Pre-training with Swin Transformer for Music Classification Han Zhao Chen Zhang Belei Zhu Zejun Ma Ke-jun Zhang ViT 73 29 0 21 Feb 2022
AVQVC: One-shot Voice Conversion by Vector Quantization with applying contrastive learning Huaizhen Tang Xulong Zhang Jianzong Wang Ning Cheng Jing Xiao 118 55 0 21 Feb 2022
COMPASS: Contrastive Multimodal Pretraining for Autonomous Systems Shuang Ma Sai H. Vemprala Wenshan Wang Jayesh K. Gupta Yale Song Daniel J. McDuff Ashish Kapoor SSL 73 9 0 20 Feb 2022
Sample Efficient Grasp Learning Using Equivariant Models Xu Zhu Dian Wang Ondrej Biza Guanang Su Robin Walters Robert Platt DRL 153 70 0 18 Feb 2022
Improving Molecular Contrastive Learning via Faulty Negative Mitigation and Decomposed Fragment Contrast Yuyang Wang Rishikesh Magar Chen Liang A. Farimani 88 81 0 18 Feb 2022
VCVTS: Multi-speaker Video-to-Speech synthesis via cross-modal knowledge transfer from voice conversion Disong Wang Shan Yang Jane Polak Scowcroft Xunying Liu Dong Yu Helen Meng 60 11 0 18 Feb 2022
KINet: Unsupervised Forward Models for Robotic Pushing Manipulation Alireza Rezazadeh Changhyun Choi SSL 3DPC 79 3 0 18 Feb 2022
Contrastive Meta Learning with Behavior Multiplicity for Recommendation Wei Wei Chao Huang Lianghao Xia Yong-mei Xu Jiashu Zhao D. Yin 95 170 0 17 Feb 2022
Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning Kaize Ding Yancheng Wang Yingzhen Yang Huan Liu 88 22 0 17 Feb 2022
Nuclei Segmentation with Point Annotations from Pathology Images via Self-Supervised Learning and Co-Training Yi Lin Z. Qu Hao Chen Zhongke Gao Yuexiang Li Lili Xia Kai Ma Yefeng Zheng Kwang-Ting Cheng 70 27 0 16 Feb 2022
Knowledge Transfer from Large-scale Pretrained Language Models to End-to-end Speech Recognizers Yotaro Kubo Shigeki Karita M. Bacchiani 53 27 0 16 Feb 2022
textless-lib: a Library for Textless Spoken Language Processing Eugene Kharitonov Jade Copet Kushal Lakhotia Tu Nguyen Paden Tomasello ... A. Elkahky Wei-Ning Hsu Abdel-rahman Mohamed Emmanuel Dupoux Yossi Adi 124 34 0 15 Feb 2022
Discriminability-enforcing loss to improve representation learning Florinel-Alin Croitoru Diana-Nicoleta Grigore Radu Tudor Ionescu FaML 52 1 0 14 Feb 2022
Do Lessons from Metric Learning Generalize to Image-Caption Retrieval? Maurits J. R. Bleeker Maarten de Rijke SSL DML 48 9 0 14 Feb 2022
Learning Weakly-Supervised Contrastive Representations Yao-Hung Hubert Tsai Tianqi Li Weixin Liu Pei-Kai Liao Ruslan Salakhutdinov Louis-Philippe Morency SSL 46 9 0 14 Feb 2022
Adversarial Graph Contrastive Learning with Information Regularization Shengyu Feng Baoyu Jing Yada Zhu Hanghang Tong 50 67 0 14 Feb 2022
Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning Zihan Lin Changxin Tian Yupeng Hou Wayne Xin Zhao 78 442 0 13 Feb 2022
Learning long-term music representations via hierarchical contextual constraints Shiqing Wei Gus Xia 49 9 0 13 Feb 2022
Conditional Contrastive Learning with Kernel Yao-Hung Hubert Tsai Tianqi Li Martin Q. Ma Han Zhao Kun Zhang Louis-Philippe Morency Ruslan Salakhutdinov 84 27 0 11 Feb 2022
Abstraction for Deep Reinforcement Learning Murray Shanahan Melanie Mitchell OffRL 97 28 0 10 Feb 2022
Improving Automatic Speech Recognition for Non-Native English with Transfer Learning and Language Model Decoding Peter Sullivan Toshiko Shibano Muhammad Abdul-Mageed 78 11 0 10 Feb 2022
Energy-Based Contrastive Learning of Visual Representations Beomsu Kim Jong Chul Ye 61 16 0 10 Feb 2022
TaxoEnrich: Self-Supervised Taxonomy Completion via Structure-Semantic Representations Minhao Jiang Xiangchen Song Jieyu Zhang Jiawei Han 60 36 0 10 Feb 2022
Point-Level Region Contrast for Object Detection Pre-Training Yutong Bai Xinlei Chen Alexander Kirillov Alan Yuille Alexander C. Berg 3DPC 96 51 0 09 Feb 2022
Self-supervised Contrastive Learning for Cross-domain Hyperspectral Image Representation Hyungtae Lee H. Kwon SSL 44 17 0 08 Feb 2022
Detecting Anomalies within Time Series using Local Neural Transformations Tim Schneider Chen Qiu Marius Kloft Decky Aspandi Latif Steffen Staab Stephan Mandt Maja R. Rudolph AI4TS 87 18 0 08 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 124 125 0 08 Feb 2022
Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data Theivendiram Pranavan Terence Sim Arulmurugan Ambikapathi Savitha Ramasamy AI4TS 80 7 0 08 Feb 2022
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language Alexei Baevski Wei-Ning Hsu Qiantong Xu Arun Babu Jiatao Gu Michael Auli SSL VLM ViT 161 863 0 07 Feb 2022