Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

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Title
Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning Weixin Liang Yuhui Zhang Yongchan Kwon Serena Yeung James Zou VLM 52 395 0 03 Mar 2022
Compressed Predictive Information Coding Rui Meng Tianyi Luo K. Bouchard 29 1 0 03 Mar 2022
Neural Graph Matching for Pre-training Graph Neural Networks Yupeng Hou Binbin Hu Wayne Xin Zhao Qing Cui Jun Zhou Jianzhong Wen 25 8 0 03 Mar 2022
Self-supervised Transparent Liquid Segmentation for Robotic Pouring G. Narasimhan Kai Zhang Ben Eisner Xingyu Lin David Held 40 16 0 03 Mar 2022
Understanding microbiome dynamics via interpretable graph representation learning K. Melnyk Kuba Weimann Tim Conrad 35 5 0 02 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 49 106 0 02 Mar 2022
Integrating Contrastive Learning with Dynamic Models for Reinforcement Learning from Images Bang You Oleg Arenz Youping Chen Jan Peters 19 18 0 02 Mar 2022
The Optimal Noise in Noise-Contrastive Learning Is Not What You Think O. Chehab Alexandre Gramfort Aapo Hyvarinen OOD 32 10 0 02 Mar 2022
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology Richard J. Chen Rahul G. Krishnan MedIm ViT 47 84 0 01 Mar 2022
DreamingV2: Reinforcement Learning with Discrete World Models without Reconstruction Masashi Okada T. Taniguchi 3DV OffRL 43 23 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 32 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 41 66 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 34 109 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 21 2 0 28 Feb 2022
Multi-Level Contrastive Learning for Cross-Lingual Alignment Beiduo Chen Wu Guo Bin Gu Quan Liu Yongchao Wang 53 5 0 26 Feb 2022
Adversarial Contrastive Self-Supervised Learning Wentao Zhu Hang Shang Tingxun Lv Chao Liao Sen Yang Ji Liu SSL 30 1 0 26 Feb 2022
Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance Zhuoning Yuan Yuexin Wu Zi-qi Qiu Xianzhi Du Lijun Zhang Denny Zhou Tianbao Yang 67 26 0 24 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 50 154 0 24 Feb 2022
Word Segmentation on Discovered Phone Units with Dynamic Programming and Self-Supervised Scoring Herman Kamper 41 25 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 222 43 0 24 Feb 2022
Multi-view Intent Disentangle Graph Networks for Bundle Recommendation Sen Zhao Wei Wei Ding Zou Xian-Ling Mao 36 89 0 23 Feb 2022
ViKiNG: Vision-Based Kilometer-Scale Navigation with Geographic Hints Dhruv Shah Sergey Levine 132 66 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 21 108 0 22 Feb 2022
Indiscriminate Poisoning Attacks on Unsupervised Contrastive Learning Hao He Kaiwen Zha Dina Katabi AAML 47 33 0 22 Feb 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 47 88 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 51 289 0 21 Feb 2022
A Review of Emerging Research Directions in Abstract Visual Reasoning Mikolaj Malkiñski Jacek Mańdziuk 39 39 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 43 120 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 21 28 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 42 9 0 20 Feb 2022
Transformation Coding: Simple Objectives for Equivariant Representations Mehran Shakerinava A. Mondal Siamak Ravanbakhsh OffRL 38 0 0 19 Feb 2022
Improving Molecular Contrastive Learning via Faulty Negative Mitigation and Decomposed Fragment Contrast Yuyang Wang Rishikesh Magar Chen Liang A. Farimani 51 78 0 18 Feb 2022
KINet: Unsupervised Forward Models for Robotic Pushing Manipulation Alireza Rezazadeh Changhyun Choi SSL 3DPC 35 3 0 18 Feb 2022
An Active and Contrastive Learning Framework for Fine-Grained Off-Road Semantic Segmentation Biao Gao Xijun Zhao Huijing Zhao 56 12 0 18 Feb 2022
Contrastive Meta Learning with Behavior Multiplicity for Recommendation Wei Wei Chao Huang Lianghao Xia Yong-mei Xu Jiashu Zhao Dawei Yin 44 162 0 17 Feb 2022
Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning Kaize Ding Yancheng Wang Yingzhen Yang Huan Liu 38 22 0 17 Feb 2022
Discriminability-enforcing loss to improve representation learning Florinel-Alin Croitoru Diana-Nicoleta Grigore Radu Tudor Ionescu FaML 27 1 0 14 Feb 2022
Do Lessons from Metric Learning Generalize to Image-Caption Retrieval? Maurits J. R. Bleeker Maarten de Rijke SSL DML 34 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 22 9 0 14 Feb 2022
A Differential Entropy Estimator for Training Neural Networks Georg Pichler Pierre Colombo Malik Boudiaf Günther Koliander Pablo Piantanida 32 21 0 14 Feb 2022
Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning Zihan Lin Changxin Tian Yupeng Hou Wayne Xin Zhao 41 424 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 27 25 0 11 Feb 2022
Abstraction for Deep Reinforcement Learning Murray Shanahan Melanie Mitchell OffRL 35 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 49 11 0 10 Feb 2022
Energy-Based Contrastive Learning of Visual Representations Beomsu Kim Jong Chul Ye 39 16 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 50 50 0 09 Feb 2022
Self-supervised Contrastive Learning for Cross-domain Hyperspectral Image Representation Hyungtae Lee H. Kwon SSL 27 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 50 18 0 08 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 33 119 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 39 7 0 08 Feb 2022