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
Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning? Runpei Dong Zekun Qi Linfeng Zhang Junbo Zhang Jian‐Yuan Sun Zheng Ge Li Yi Kaisheng Ma ViT 3DPC 29 84 0 16 Dec 2022
MA-GCL: Model Augmentation Tricks for Graph Contrastive Learning Xumeng Gong Cheng Yang Chuan Shi VLM 22 41 0 14 Dec 2022
Coarse-to-Fine Contrastive Learning on Graphs Peiyao Zhao Yuangang Pan Xin Li Xu Chen Ivor W. Tsang L. Liao SSL 34 5 0 13 Dec 2022
Self-supervised Graph Representation Learning for Black Market Account Detection Zequan Xu Lianyun Li Hui Li Qihang Sun Shaofeng Hu Rongrong Ji 9 1 0 06 Dec 2022
Statistical Physics of Deep Neural Networks: Initialization toward Optimal Channels Kangyu Weng Aohua Cheng Ziyang Zhang Pei Sun Yang Tian 50 2 0 04 Dec 2022
A General Purpose Supervisory Signal for Embodied Agents Kunal Pratap Singh Jordi Salvador Luca Weihs Aniruddha Kembhavi SSL 26 3 0 01 Dec 2022
Graph Neural Networks for Breast Cancer Data Integration Teodora Reu 24 1 0 28 Nov 2022
Deep Semi-supervised Learning with Double-Contrast of Features and Semantics Quan Feng Jiayu Yao Zhisong Pan Guojun Zhou 21 0 0 28 Nov 2022
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 35 12 0 27 Nov 2022
A Unified Framework for Contrastive Learning from a Perspective of Affinity Matrix Wenbin Li Meihao Kong Xuesong Yang Lei Wang Jing Huo Yang Gao Jiebo Luo 33 0 0 26 Nov 2022
Pose-disentangled Contrastive Learning for Self-supervised Facial Representation Y. Liu Wenbin Wang Yibing Zhan Shaoze Feng Li-Yu Daisy Liu Zhe Chen SSL 19 13 0 24 Nov 2022
SPCXR: Self-supervised Pretraining using Chest X-rays Towards a Domain Specific Foundation Model Syed Muhammad Anwar Abhijeet Parida Sara Atito Muhammad Awais G. Nino Josef Kitler M. Linguraru ViT SSL OOD 29 6 0 23 Nov 2022
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning Xiaobao Wu A. Luu Xinshuai Dong 30 44 0 23 Nov 2022
Disentangled Representation Learning Xin Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 35 78 0 21 Nov 2022
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Peng Jin Jinfa Huang Fenglin Liu Xian Wu Shen Ge Guoli Song David A. Clifton Jing Chen VLM 42 64 0 21 Nov 2022
Rethinking the Paradigm of Content Constraints in Unpaired Image-to-Image Translation Xiuding Cai Yaoyao Zhu Dong Miao Linjie Fu Yu Yao 3DV VLM 26 3 0 20 Nov 2022
Joint Embedding Predictive Architectures Focus on Slow Features Vlad Sobal V. JyothirS Siddhartha Jalagam Nicolas Carion Kyunghyun Cho Yann LeCun 24 8 0 20 Nov 2022
Contrastive Knowledge Graph Error Detection Qinggang Zhang Junnan Dong Keyu Duan Xiao Huang Yezi Liu Linchuan Xu 36 34 0 18 Nov 2022
Weighted Ensemble Self-Supervised Learning Yangjun Ruan Saurabh Singh Warren Morningstar Alexander A. Alemi Sergey Ioffe Ian S. Fischer Joshua V. Dillon FedML 29 15 0 18 Nov 2022
Homomorphic Self-Supervised Learning Thomas Anderson Keller Xavier Suau Luca Zappella SSL 19 2 0 15 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
Unsupervised Face Recognition using Unlabeled Synthetic Data Fadi Boutros Marcel Klemt Meiling Fang Arjan Kuijper Naser Damer CVBM 24 32 0 14 Nov 2022
Dynamic loss balancing and sequential enhancement for road-safety assessment and traffic scene classification Marin Kavcan Marko Sevrovic Sinivsa vSegvić 19 1 0 08 Nov 2022
Contrastive Value Learning: Implicit Models for Simple Offline RL Bogdan Mazoure Benjamin Eysenbach Ofir Nachum Jonathan Tompson SSL OffRL 35 7 0 03 Nov 2022
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach Kaiwen Yang Yanchao Sun Jiahao Su Fengxiang He Xinmei Tian Furong Huang Dinesh Manocha Dacheng Tao 38 13 0 02 Nov 2022
Augmentation Invariant Manifold Learning Shulei Wang 36 1 0 01 Nov 2022
A robust estimator of mutual information for deep learning interpretability Davide Piras H. Peiris A. Pontzen Luisa Lucie-Smith Ningyuan Guo Brian D. Nord SSL DRL 24 15 0 31 Oct 2022
Speaker Representation Learning via Contrastive Loss with Maximal Speaker Separability Zhe Li Man-Wai Mak SSL 18 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 45 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 16 3 0 28 Oct 2022
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks Moshe Eliasof Nir Ben Zikri Eran Treister SSL GNN 14 3 0 21 Oct 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 26 40 0 20 Oct 2022
A Unified View of Masked Image Modeling Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei VLM 54 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 Qing Guo VPVLM VLM 50 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 30 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 40 100 0 09 Oct 2022
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning Dongsheng Zhu Zhenyu Mao Jinghui Lu Rui Zhao Fei Tan 33 1 0 08 Oct 2022
Spectral Augmentation for Self-Supervised Learning on Graphs Lu Lin Jinghui Chen Hongning Wang OOD 32 48 0 02 Oct 2022
Slimmable Networks for Contrastive Self-supervised Learning Shuai Zhao Xiaohan Wang Linchao Zhu Yi Yang 35 1 0 30 Sep 2022
Entropy-driven Unsupervised Keypoint Representation Learning in Videos A. Younes Simone Schaub-Meyer Georgia Chalvatzaki SSL 33 0 0 30 Sep 2022
Obstacle Identification and Ellipsoidal Decomposition for Fast Motion Planning in Unknown Dynamic Environments Mehmetcan Kaymaz N. K. Üre 11 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 14 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 25 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 20 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 22 6 0 19 Sep 2022
An information-theoretic perspective on intrinsic motivation in reinforcement learning: a survey A. Aubret L. Matignon S. Hassas 34 35 0 19 Sep 2022
Continuous MDP Homomorphisms and Homomorphic Policy Gradient S. Rezaei-Shoshtari Rosie Zhao Prakash Panangaden D. Meger Doina Precup 33 18 0 15 Sep 2022
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Bing-Huang Su Dazhao Du Zhao-Qing Yang Yujie Zhou Jiangmeng Li Anyi Rao Haoran Sun Zhiwu Lu Ji-Rong Wen 44 107 0 12 Sep 2022
Progressive Domain Adaptation with Contrastive Learning for Object Detection in the Satellite Imagery Debojyoti Biswas Jelena Tevsić ObjD 16 4 0 06 Sep 2022