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 / 633 papers shown

Title
Speaker Representation Learning via Contrastive Loss with Maximal Speaker Separability Zhe Li Man-Wai Mak SSL 26 6 0 29 Oct 2022
Can Current Explainability Help Provide References in Clinical Notes to Support Humans Annotate Medical Codes? Byung-Hak Kim Zhongfen Deng Philip S. Yu Varun Ganapathi ELM 50 6 0 28 Oct 2022
Improving the Modality Representation with Multi-View Contrastive Learning for Multimodal Sentiment Analysis Peipei Liu Xin Zheng Hong Li Jie Liu Yimo Ren Hongsong Zhu Limin Sun AI4TS 21 3 0 28 Oct 2022
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks Moshe Eliasof Nir Ben Zikri Eran Treister SSL GNN 25 3 0 21 Oct 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 39 40 0 20 Oct 2022
A Unified View of Masked Image Modeling Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei VLM 58 35 0 19 Oct 2022
Self-supervised Heterogeneous Graph Pre-training Based on Structural Clustering Yaming Yang Ziyu Guan Zhe Wang Wei Zhao Cai Xu Weigang Lu Jianbin Huang SSL 18 39 0 19 Oct 2022
CPL: Counterfactual Prompt Learning for Vision and Language Models Xuehai He Diji Yang Weixi Feng Tsu-Jui Fu Arjun Reddy Akula Varun Jampani P. Narayana Sugato Basu William Yang Wang Junfeng Fang VPVLM VLM 55 15 0 19 Oct 2022
Unifying Graph Contrastive Learning with Flexible Contextual Scopes Yizhen Zheng Yu Zheng Xiaofei Zhou Chen Gong V. Lee Shirui Pan 38 16 0 17 Oct 2022
Deep Clustering: A Comprehensive Survey Yazhou Ren Jingyu Pu Zhimeng Yang Jie Xu Guofeng Li X. Pu Philip S. Yu Lifang He HAI 50 101 0 09 Oct 2022
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning Dongsheng Zhu Zhenyu Mao Jinghui Lu Rui Zhao Fei Tan 41 1 0 08 Oct 2022
VICRegL: Self-Supervised Learning of Local Visual Features Adrien Bardes Jean Ponce Yann LeCun SSL 19 120 0 04 Oct 2022
Spectral Augmentation for Self-Supervised Learning on Graphs Lu Lin Jinghui Chen Hongning Wang OOD 45 49 0 02 Oct 2022
Slimmable Networks for Contrastive Self-supervised Learning Shuai Zhao Xiaohan Wang Linchao Zhu Yi Yang 40 1 0 30 Sep 2022
Entropy-driven Unsupervised Keypoint Representation Learning in Videos A. Younes Simone Schaub-Meyer Georgia Chalvatzaki SSL 36 0 0 30 Sep 2022
Obstacle Identification and Ellipsoidal Decomposition for Fast Motion Planning in Unknown Dynamic Environments Mehmetcan Kaymaz N. K. Üre 19 0 0 28 Sep 2022
Graph Soft-Contrastive Learning via Neighborhood Ranking Zhiyuan Ning P. Wang Pengyang Wang Ziyue Qiao Wei Fan Denghui Zhang Yi Du Yuanchun Zhou 23 15 0 28 Sep 2022
MLink: Linking Black-Box Models from Multiple Domains for Collaborative Inference Mu Yuan Lan Zhang Zimu Zheng Yi-Nan Zhang Xiang-Yang Li 30 2 0 28 Sep 2022
SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning Eunkyu Oh Taehun Kim Minsoo Kim Yunhu Ji Sushil Khyalia 30 1 0 22 Sep 2022
A Causal Intervention Scheme for Semantic Segmentation of Quasi-periodic Cardiovascular Signals Xingyao Wang Yuwen Li Hongxiang Gao Xianghong Cheng Jianqing Li Chengyu Liu 33 6 0 19 Sep 2022
An information-theoretic perspective on intrinsic motivation in reinforcement learning: a survey A. Aubret L. Matignon S. Hassas 42 35 0 19 Sep 2022
Continuous MDP Homomorphisms and Homomorphic Policy Gradient S. Rezaei-Shoshtari Rosie Zhao Prakash Panangaden David Meger Doina Precup 35 18 0 15 Sep 2022
Jointly Contrastive Representation Learning on Road Network and Trajectory Zhenyu Mao Ziyue Li Dedong Li Lei Bai Rui Zhao AI4TS 48 48 0 14 Sep 2022
Improving Self-Supervised Learning by Characterizing Idealized Representations Yann Dubois Tatsunori Hashimoto Stefano Ermon Percy Liang SSL 83 41 0 13 Sep 2022
Just Noticeable Difference Modeling for Face Recognition System Yu Tian Zhangkai Ni Baoliang Chen Shurun Wang Shiqi Wang Hanli Wang Sam Kwong CVBM 32 2 0 13 Sep 2022
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Fuchun Sun Dazhao Du Zhao-Qing Yang Yujie Zhou Jiangmeng Li Anyi Rao Haoran Sun Zhiwu Lu Ji-Rong Wen 58 108 0 12 Sep 2022
Progressive Domain Adaptation with Contrastive Learning for Object Detection in the Satellite Imagery Debojyoti Biswas Jelena Tevsić ObjD 19 4 0 06 Sep 2022
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion Han Wu Jie Yin B. Rajaratnam Jianyuan Guo 24 8 0 02 Sep 2022
ContrastVAE: Contrastive Variational AutoEncoder for Sequential Recommendation Yu Wang Hengrui Zhang Zhiwei Liu Liangwei Yang Philip S. Yu DRL 44 48 0 27 Aug 2022
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 50 114 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 33 6 0 22 Aug 2022
CASE: Aligning Coarse-to-Fine Cognition and Affection for Empathetic Response Generation Jinfeng Zhou Chujie Zheng Bo Wang Zheng Zhang Minlie Huang 29 29 0 18 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 36 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 27 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 50 148 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 30 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 19 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 40 24 0 22 Jul 2022
Uncertainty in Contrastive Learning: On the Predictability of Downstream Performance Shervin Ardeshir Navid Azizan SSL UQCV 42 9 0 19 Jul 2022
Towards Proper Contrastive Self-supervised Learning Strategies For Music Audio Representation Jeong-Eun Choi Seongwon Jang Hyunsouk Cho Sehee Chung SSL 19 6 0 10 Jul 2022
Pixel-level Correspondence for Self-Supervised Learning from Video Yash Sharma Yi Zhu Chris Russell Thomas Brox SSL 25 4 0 08 Jul 2022
Unsupervised Learning for Human Sensing Using Radio Signals Tianhong Li Lijie Fan Yuan. Yuan Dina Katabi SSL 49 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 35 3 0 04 Jul 2022
Factorizing Knowledge in Neural Networks Xingyi Yang Jingwen Ye Xinchao Wang MoMe 49 121 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 29 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 36 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 51 64 0 30 Jun 2022