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 / 515 papers shown

Title
Enhancing Deep Learning Performance of Massive MIMO CSI Feedback Sijie Ji Mo Li 11 6 0 24 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 45 113 0 24 Aug 2022
Neural PCA for Flow-Based Representation Learning Shen Li Bryan Hooi DRL 13 1 0 23 Aug 2022
Type-enriched Hierarchical Contrastive Strategy for Fine-Grained Entity Typing Xinyu Zuo Haijin Liang Ning Jing Shuang Zeng Zhou Fang Yu Luo 26 6 0 22 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 29 10 0 12 Aug 2022
Analyzing Data-Centric Properties for Graph Contrastive Learning Puja Trivedi Ekdeep Singh Lubana Mark Heimann Danai Koutra Jayaraman J. Thiagarajan 30 11 0 04 Aug 2022
Self-supervised learning with rotation-invariant kernels Léon Zheng Gilles Puy E. Riccietti Patrick Pérez Rémi Gribonval SSL 16 2 0 28 Jul 2022
Contrastive Masked Autoencoders are Stronger Vision Learners Zhicheng Huang Xiaojie Jin Cheng Lu Qibin Hou Mingg-Ming Cheng Dongmei Fu Xiaohui Shen Jiashi Feng 41 148 0 27 Jul 2022
ProposalContrast: Unsupervised Pre-training for LiDAR-based 3D Object Detection Junbo Yin Dingfu Zhou Liangjun Zhang Jin Fang Chengfeng Xu Jianbing Shen Wenguan Wang 3DPC 27 83 0 26 Jul 2022
Improving Adversarial Robustness via Mutual Information Estimation Dawei Zhou Nannan Wang Xinbo Gao Bo Han Xiaoyu Wang Yibing Zhan Tongliang Liu AAML 16 15 0 25 Jul 2022
Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness Chaoning Zhang Kang Zhang Chenshuang Zhang Axi Niu Jiu Feng Chang D. Yoo In So Kweon SSL 35 24 0 22 Jul 2022
Towards Proper Contrastive Self-supervised Learning Strategies For Music Audio Representation Jeong-Eun Choi Seongwon Jang Hyunsouk Cho Sehee Chung SSL 16 6 0 10 Jul 2022
Pixel-level Correspondence for Self-Supervised Learning from Video Yash Sharma Yi Zhu Chris Russell Thomas Brox SSL 20 4 0 08 Jul 2022
Unsupervised Learning for Human Sensing Using Radio Signals Tianhong Li Lijie Fan Yuan. Yuan Dina Katabi SSL 39 34 0 06 Jul 2022
Representation Learning with Information Theory for COVID-19 Detection Abel Díaz Berenguer Tanmoy Mukherjee M. Bossa Nikos Deligiannis Hichem Sahli OOD 30 3 0 04 Jul 2022
Factorizing Knowledge in Neural Networks Xingyi Yang Jingwen Ye Xinchao Wang MoMe 41 121 0 04 Jul 2022
Personalized Diagnostic Tool for Thyroid Cancer Classification using Multi-view Ultrasound Han Huang Yijie Dong X. Jia Jianqiao Zhou Dong Ni Jun Cheng Ruobing Huang 22 4 0 01 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 23 42 0 01 Jul 2022
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 44 63 0 30 Jun 2022
Detecting Arbitrary Order Beneficial Feature Interactions for Recommender Systems Yixin Su Yunxiang Zhao S. Erfani Junhao Gan Rui Zhang 68 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 11 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 76 19 1 16 Jun 2022
Contrastive Learning as Goal-Conditioned Reinforcement Learning Benjamin Eysenbach Tianjun Zhang Ruslan Salakhutdinov Sergey Levine SSL OffRL 25 139 0 15 Jun 2022
I'm Me, We're Us, and I'm Us: Tri-directional Contrastive Learning on Hypergraphs Dongjin Lee Kijung Shin 30 36 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 24 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 39 26 0 06 Jun 2022
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction Jun Chen Ming Hu Boyang Albert Li Mohamed Elhoseiny 44 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 22 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 43 0 0 31 May 2022
Target-aware Abstractive Related Work Generation with Contrastive Learning Xiuying Chen 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 19 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 25 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 196 26 0 23 May 2022
Attention-aware contrastive learning for predicting T cell receptor-antigen binding specificity Yiming Fang Xuejun Liu Hui Liu 18 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 27 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 21 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 29 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 29 3 0 29 Apr 2022
Statistical applications of contrastive learning Michael U. Gutmann Steven Kleinegesse Benjamin Rhodes 21 7 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 34 20 0 23 Apr 2022
Discovering Intrinsic Reward with Contrastive Random Walk Zixuan Pan Zihao Wei Yidong Huang Aditya Gupta 15 0 0 23 Apr 2022
Universum-inspired Supervised Contrastive Learning Aiyang Han Chuanxing Geng Songcan Chen SSL 26 3 0 22 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 19 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 27 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 30 6 0 15 Apr 2022