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
Burger: Robust Graph Denoising-augmentation Fusion and Multi-semantic Modeling in Social Recommendation Yuqin Lan 26 0 0 10 May 2025
FLAM: Frame-Wise Language-Audio Modeling Yusong Wu Christos Tsirigotis Ke Chen Cheng-Zhi Anna Huang Aaron C. Courville Oriol Nieto Prem Seetharaman Justin Salamon 50 0 0 08 May 2025
A Tutorial on Discriminative Clustering and Mutual Information Louis Ohl Pierre-Alexandre Mattei F. Precioso 32 0 0 07 May 2025
Relative Contrastive Learning for Sequential Recommendation with Similarity-based Positive Pair Selection Zhikai Wang Yanyan Shen Zexi Zhang Li He Yichun Li Hao Gu Yinghua Zhang 52 0 0 27 Apr 2025
Towards Anomaly-Aware Pre-Training and Fine-Tuning for Graph Anomaly Detection Yunhui Liu Jiashun Cheng Yiqing Lin Qizhuo Xie Jia Li Fugee Tsung Hongzhi Yin Tao Zheng Jianhua Zhao Tieke He 36 0 0 19 Apr 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 89 2 0 12 Mar 2025
MIGA: Mutual Information-Guided Attack on Denoising Models for Semantic Manipulation Guanghao Li Mingzhi Chen Hao Yu Shuting Dong Wenhao Jiang Ming Tang Chun Yuan DiffM AAML 51 0 0 10 Mar 2025
TwinTURBO: Semi-Supervised Fine-Tuning of Foundation Models via Mutual Information Decompositions for Downstream Task and Latent Spaces Guillaume Quétant Pavlo Molchanov Slava Voloshynovskiy 47 0 0 10 Mar 2025
Intrinsic and Extrinsic Factor Disentanglement for Recommendation in Various Context Scenarios Yixin Su Wei Jiang Fangquan Lin Cheng Yang S. Erfani Junhao Gan Yunxiang Zhao Ruixuan Li Rui-Xun Zhang CML 67 0 0 05 Mar 2025
A Neural Difference-of-Entropies Estimator for Mutual Information Haoran Ni Martin Lotz SSL DRL 91 0 0 18 Feb 2025
SpatioTemporal Learning for Human Pose Estimation in Sparsely-Labeled Videos Yingying Jiao Zhigang Wang Sifan Wu Shaojing Fan Zhenguang Liu Zhuoyue Xu Zheqi Wu 60 1 0 28 Jan 2025
A Contrastive Framework with User, Item and Review Alignment for Recommendation Hoang V. Dong Yuan Fang Hady W. Lauw 37 2 0 21 Jan 2025
Learning an Adaptive and View-Invariant Vision Transformer for Real-Time UAV Tracking You Wu Yongxin Li Mengyuan Liu Xucheng Wang Xiangyang Yang Hengzhou Ye Dan Zeng Qijun Zhao Shuiwang Li 126 0 0 28 Dec 2024
GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning Jianqing Liang Xinkai Wei Min Chen Zhiqiang Wang Jiye Liang 78 0 0 18 Dec 2024
Benchmarking LLMs' Judgments with No Gold Standard Shengwei Xu Yuxuan Lu Grant Schoenebeck Yuqing Kong 34 1 0 11 Nov 2024
Contrastive Learning and Adversarial Disentanglement for Task-Oriented Semantic Communications Omar Erak Omar Alhussein Wen Tong 74 0 0 30 Oct 2024
A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to Adaptation Kexin Zhang Shuhan Liu Song Wang Weili Shi Chen Chen Pan Li Sheng Li Jundong Li Kaize Ding OOD 50 2 0 25 Oct 2024
Pic@Point: Cross-Modal Learning by Local and Global Point-Picture Correspondence Vencia Herzog Stefan Suwelack 3DPC 29 0 0 12 Oct 2024
Efficient Distribution Matching of Representations via Noise-Injected Deep InfoMax I. Butakov Alexander Sememenko Alexander Tolmachev Andrey Gladkov Marina Munkhoeva Alexey Frolov 37 0 0 09 Oct 2024
Learning 3D Perception from Others' Predictions Jinsu Yoo Zhenyang Feng Tai-Yu Pan Yihong Sun Cheng Perng Phoo Xiangyu Chen Mark Campbell Kilian Q. Weinberger Bharath Hariharan Wei-Lun Chao 67 1 0 03 Oct 2024
Bounds on Lp errors in density ratio estimation via f-divergence loss functions Yoshiaki Kitazawa 16 0 0 02 Oct 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail M. Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 45 3 0 30 Aug 2024
HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts Hongjun Wang S. Vaze Kai Han 74 4 0 08 Aug 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 40 4 0 09 Jul 2024
Establishing Deep InfoMax as an effective self-supervised learning methodology in materials informatics Michael Moran Vladimir V. Gusev M. Gaultois Dmytro Antypov M. Rosseinsky AI4CE 27 0 0 30 Jun 2024
Navigating Conflicting Views: Harnessing Trust for Learning Jueqing Lu Lan Du Wray L. Buntine M. Jung Joanna Dipnall Belinda Gabbe 48 0 0 03 Jun 2024
Information Theoretic Text-to-Image Alignment Chao Wang Giulio Franzese A. Finamore Massimo Gallo Pietro Michiardi 72 0 0 31 May 2024
Knowledge-enhanced Relation Graph and Task Sampling for Few-shot Molecular Property Prediction Zeyu Wang Tianyi Jiang Yao Lu Xiaoze Bao Shanqing Yu Bin Wei Qi Xuan 42 1 0 24 May 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 64 0 0 08 May 2024
Contrastive Learning Method for Sequential Recommendation based on Multi-Intention Disentanglement Zeyu Hu Yuzhi Xiao Tao Huang Xuanrong Huo DRL 39 0 0 28 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 30 1 0 23 Apr 2024
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation Zihao Wang Yingyu Yang Yuzhou Chen Tingting Yuan Maxime Sermesant H. Delingette Ona Wu MedIm DiffM 29 0 0 01 Apr 2024
Poly-View Contrastive Learning Amitis Shidani Devon Hjelm Jason Ramapuram Russ Webb Eeshan Gunesh Dhekane Dan Busbridge VLM SSL 34 4 0 08 Mar 2024
Separating common from salient patterns with Contrastive Representation Learning Robin Louiset Edouard Duchesnay Antoine Grigis Pietro Gori SSL DRL 46 1 0 19 Feb 2024
Backdoor Attack against One-Class Sequential Anomaly Detection Models He Cheng Shuhan Yuan SILM AAML 27 1 0 15 Feb 2024
Information-Theoretic State Variable Selection for Reinforcement Learning Charles Westphal Stephen Hailes Mirco Musolesi 26 3 0 21 Jan 2024
Learning High-Quality and General-Purpose Phrase Representations Lihu Chen Gaël Varoquaux Fabian M. Suchanek 32 3 0 18 Jan 2024
Collaboratively Self-supervised Video Representation Learning for Action Recognition Jie Zhang Zhifan Wan Lanqing Hu Stephen Lin Shuzhe Wu Shiguang Shan TTA 67 1 0 15 Jan 2024
Hierarchical Aggregations for High-Dimensional Multiplex Graph Embedding K. Abdous Nairouz Mrabah Mohamed Bouguessa 25 4 0 28 Dec 2023
Situation-Dependent Causal Influence-Based Cooperative Multi-agent Reinforcement Learning Xiao Du Yutong Ye Peng Zhang Yaning Yang Mingsong Chen Ting Wang 32 4 0 15 Dec 2023
Training on Synthetic Data Beats Real Data in Multimodal Relation Extraction Zilin Du Haoxin Li Xu Guo Boyang Li 35 1 0 05 Dec 2023
Learning Anatomically Consistent Embedding for Chest Radiography Ziyu Zhou Haozhe Luo Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang SSL 14 5 0 01 Dec 2023
Text Attribute Control via Closed-Loop Disentanglement Lei Sha Thomas Lukasiewicz DRL 40 2 0 01 Dec 2023
CUCL: Codebook for Unsupervised Continual Learning Chen Cheng Jingkuan Song Xiaosu Zhu Junchen Zhu Lianli Gao H. Shen CLL 25 2 0 25 Nov 2023
Contrastive Learning for Multi-Object Tracking with Transformers Pierre-François De Plaen Nicola Marinello Marc Proesmans Tinne Tuytelaars Luc Van Gool VOT 32 6 0 14 Nov 2023
How Well Do Text Embedding Models Understand Syntax? Yan Zhang Zhaopeng Feng Zhiyang Teng Zuozhu Liu Haizhou Li 40 3 0 14 Nov 2023
Towards a Unified Framework of Contrastive Learning for Disentangled Representations Stefan Matthes Zhiwei Han Hao Shen 34 4 0 08 Nov 2023
SCONE-GAN: Semantic Contrastive learning-based Generative Adversarial Network for an end-to-end image translation Iman Abbasnejad Fabio Zambetta Flora D. Salim Timothy Wiley Jeffrey Chan Russell Gallagher Ehsan Abbasnejad GAN 16 0 0 07 Nov 2023
Contrastive Multi-Level Graph Neural Networks for Session-based Recommendation F. Wang Xingyu Gao Zhenyu Chen Lei Lyu 21 12 0 06 Nov 2023
Multimodal Variational Auto-encoder based Audio-Visual Segmentation Yuxin Mao Jing Zhang Mochu Xiang Yiran Zhong Yuchao Dai 40 34 0 12 Oct 2023