Learning deep representations by mutual information estimation and maximization

20 August 2018

R. Devon Hjelm

A. Fedorov

Samuel Lavoie-Marchildon

Papers citing "Learning deep representations by mutual information estimation and maximization"

50 / 634 papers shown

Title
Reliable Representations Make A Stronger Defender: Unsupervised Structure Refinement for Robust GNN Kuan Li Yang Liu Xiang Ao Jianfeng Chi Jinghua Feng Hao Yang Qing He AAML 51 64 0 30 Jun 2022
MaNi: Maximizing Mutual Information for Nuclei Cross-Domain Unsupervised Segmentation Yash Sharma Sana Syed Donald E. Brown 31 11 0 29 Jun 2022
Detecting Arbitrary Order Beneficial Feature Interactions for Recommender Systems Yixin Su Yunxiang Zhao S. Erfani Junhao Gan Rui Zhang 169 24 0 28 Jun 2022
VLCap: Vision-Language with Contrastive Learning for Coherent Video Paragraph Captioning Kashu Yamazaki Sang Truong Khoa T. Vo Michael Kidd Chase Rainwater Khoa Luu Ngan Le VLM CoGe 13 25 0 26 Jun 2022
Mutual Information-guided Knowledge Transfer for Novel Class Discovery Chuyu Zhang Chuanyan Hu Ruijie Xu Zhitong Gao Qian He Xuming He 20 4 0 24 Jun 2022
Variational Distillation for Multi-View Learning Xudong Tian Zhizhong Zhang Cong Wang Wensheng Zhang Yanyun Qu Lizhuang Ma Zongze Wu Yuan Xie Dacheng Tao 26 5 0 20 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning M. Gwilliam Abhinav Shrivastava SSL 85 19 1 16 Jun 2022
Contrastive Learning as Goal-Conditioned Reinforcement Learning Benjamin Eysenbach Tianjun Zhang Ruslan Salakhutdinov Sergey Levine SSL OffRL 42 141 0 15 Jun 2022
SERE: Exploring Feature Self-relation for Self-supervised Transformer Zhong-Yu Li Shanghua Gao Ming-Ming Cheng ViT MDE 34 14 0 10 Jun 2022
I'm Me, We're Us, and I'm Us: Tri-directional Contrastive Learning on Hypergraphs Dongjin Lee Kijung Shin 38 37 0 09 Jun 2022
DORA: Exploring Outlier Representations in Deep Neural Networks Kirill Bykov Mayukh Deb Dennis Grinwald Klaus-Robert Muller Marina M.-C. Höhne 27 12 0 09 Jun 2022
Mixed Graph Contrastive Network for Semi-Supervised Node Classification Xihong Yang Yue Liu Sihang Zhou Xinwang Liu En Zhu Sihang Zhou Xinwang Liu En Zhu SSL 45 26 0 06 Jun 2022
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction Jun Chen Ming Hu Boyang Albert Li Mohamed Elhoseiny 53 36 0 01 Jun 2022
Glo-In-One: Holistic Glomerular Detection, Segmentation, and Lesion Characterization with Large-scale Web Image Mining Tianyuan Yao Yuzhe Lu Jun Long Aadarsh Jha Zheyu Zhu Zuhayr Asad Haichun Yang Agnes B. Fogo Yuankai Huo 31 10 0 31 May 2022
Contrasting quadratic assignments for set-based representation learning A. Moskalev Ivan Sosnovik Volker Fischer A. Smeulders SSL 32 9 0 31 May 2022
Graph-level Neural Networks: Current Progress and Future Directions Ge Zhang Jia Wu Jian Yang Shan Xue Wenbin Hu Chuan Zhou Hao Peng Quan.Z Sheng Charu C. Aggarwal GNN AI4CE 52 0 0 31 May 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng Xinming Zhang Xiaojuan Qi SSL 119 71 0 30 May 2022
Target-aware Abstractive Related Work Generation with Contrastive Learning Preslav Nakov Hind Alamro Li Mingzhe Shen Gao Rui Yan Xin Gao Xiangliang Zhang 3DV 157 27 0 26 May 2022
GraphPMU: Event Clustering via Graph Representation Learning Using Locationally-Scarce Distribution-Level Fundamental and Harmonic PMU Measurements Armin Aligholian Hamed Mohsenian-Rad 27 8 0 26 May 2022
Multi-Augmentation for Efficient Visual Representation Learning for Self-supervised Pre-training Van-Nhiem Tran Chi-En Huang Shenxiu Liu Kaicheng Yang Timothy Ko Yung-Hui Li SSL 32 0 0 24 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 199 26 0 23 May 2022
Attention-aware contrastive learning for predicting T cell receptor-antigen binding specificity Yiming Fang Xuejun Liu Hui Liu 23 11 0 17 May 2022
Learning Representations for New Sound Classes With Continual Self-Supervised Learning Zhepei Wang Cem Subakan Xilin Jiang Junkai Wu Efthymios Tzinis Mirco Ravanelli Paris Smaragdis CLL SSL 67 19 0 15 May 2022
The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning Zixin Wen Yuanzhi Li SSL 37 34 0 12 May 2022
Disentangling A Single MR Modality Lianrui Zuo Yihao Liu Yuan Xue Shuo Han M. Bilgel Susan M. Resnick Jerry L. Prince A. Carass 31 14 0 10 May 2022
Learning Disentangled Textual Representations via Statistical Measures of Similarity Pierre Colombo Guillaume Staerman Nathan Noiry Pablo Piantanida FaML DRL 38 22 0 07 May 2022
SKILL-IL: Disentangling Skill and Knowledge in Multitask Imitation Learning Xihan Bian Oscar Alejandro Mendez Maldonado Simon Hadfield 32 6 0 06 May 2022
On Negative Sampling for Audio-Visual Contrastive Learning from Movies Mahdi M. Kalayeh Shervin Ardeshir Lingyi Liu Nagendra Kamath Ashok Chandrashekar SSL 35 3 0 29 Apr 2022
Statistical applications of contrastive learning Michael U. Gutmann Steven Kleinegesse Benjamin Rhodes 29 7 0 29 Apr 2022
RoSA: A Robust Self-Aligned Framework for Node-Node Graph Contrastive Learning Yun Zhu Jianhao Guo Fei Wu Siliang Tang 30 22 0 29 Apr 2022
Exploring Negatives in Contrastive Learning for Unpaired Image-to-Image Translation Yu-Hsiang Lin Sen Zhang Tianshui Chen Yongyi Lu G. Li Yukai Shi SSL 39 20 0 23 Apr 2022
Discovering Intrinsic Reward with Contrastive Random Walk Zixuan Pan Zihao Wei Yidong Huang Aditya Gupta 37 0 0 23 Apr 2022
Universum-inspired Supervised Contrastive Learning Aiyang Han Chuanxing Geng Songcan Chen SSL 29 3 0 22 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 29 4 0 18 Apr 2022
SETTI: A Self-supervised Adversarial Malware Detection Architecture in an IoT Environment Marjan Golmaryami R. Taheri Zahra Pooranian Mohammad Shojafar Pei Xiao 33 12 0 16 Apr 2022
CILDA: Contrastive Data Augmentation using Intermediate Layer Knowledge Distillation Md. Akmal Haidar Mehdi Rezagholizadeh Abbas Ghaddar Khalil Bibi Philippe Langlais Pascal Poupart CLL 35 6 0 15 Apr 2022
Patch-wise Contrastive Style Learning for Instagram Filter Removal Furkan Kinli B. Özcan Mustafa Furkan Kıraç 22 7 0 15 Apr 2022
Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Jiangtao Xie Fei Long Jiaming Lv Qilong Wang P. Li 28 161 0 09 Apr 2022
Self-Labeling Refinement for Robust Representation Learning with Bootstrap Your Own Latent Siddhant Garg Dhruval Jain SSL 45 0 0 09 Apr 2022
Attribute Prototype Network for Any-Shot Learning Wenjia Xu Yongqin Xian Jiuniu Wang Bernt Schiele Zeynep Akata VLM 37 37 0 04 Apr 2022
Diverse Preference Augmentation with Multiple Domains for Cold-start Recommendations Yan Zhang Changyu Li Ivor W. Tsang Hui Xu Lixin Duan Hongzhi Yin Wen Li Jie Shao 31 9 0 01 Apr 2022
Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo Chaoning Zhang Kang Zhang T. Pham Axi Niu Zhinan Qiao Chang D. Yoo In So Kweon 24 54 0 30 Mar 2022
Fair Contrastive Learning for Facial Attribute Classification Sungho Park Jewook Lee Pilhyeon Lee Sunhee Hwang D. Kim H. Byun FaML 28 88 0 30 Mar 2022
Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version Sean Bin Yang Chenjuan Guo Jilin Hu B. Yang Jiangtao Tang Christian S. Jensen 33 20 0 30 Mar 2022
Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation Yueming Jin Yang Yu Cheng Chen Zixu Zhao Pheng-Ann Heng Danail Stoyanov 37 39 0 29 Mar 2022
Temporal Feature Alignment and Mutual Information Maximization for Video-Based Human Pose Estimation Zhenguang Liu Runyang Feng Haoming Chen Shuang Wu Yixing Gao Yunjun Gao Xiang Wang 45 42 0 29 Mar 2022
Rethinking Semantic Segmentation: A Prototype View Tianfei Zhou Wenguan Wang E. Konukoglu Luc Van Gool SSeg 34 260 0 28 Mar 2022
Locality-Aware Inter-and Intra-Video Reconstruction for Self-Supervised Correspondence Learning Liulei Li Tianfei Zhou Wenguan Wang Lu Yang Jian-Wei Li Yi Yang SSL 35 47 0 27 Mar 2022
Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap Yifei Wang Qi Zhang Yisen Wang Jiansheng Yang Zhouchen Lin 32 98 0 25 Mar 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation Theodoros Pissas Claudio S. Ravasio L. Cruz Christos Bergeles 27 15 0 25 Mar 2022