MINE: Mutual Information Neural Estimation

12 January 2018

Mohamed Ishmael Belghazi

Aaron Courville

Papers citing "MINE: Mutual Information Neural Estimation"

50 / 632 papers shown

Title
Using Representation Expressiveness and Learnability to Evaluate Self-Supervised Learning Methods Yuchen Lu Zhen Liu A. Baratin Romain Laroche Rameswar Panda Alessandro Sordoni SSL 23 0 0 02 Jun 2022
COIN: Co-Cluster Infomax for Bipartite Graphs Baoyu Jing Yuchen Yan Yada Zhu Hanghang Tong 29 21 0 31 May 2022
GraphPMU: Event Clustering via Graph Representation Learning Using Locationally-Scarce Distribution-Level Fundamental and Harmonic PMU Measurements Armin Aligholian Hamed Mohsenian-Rad 24 8 0 26 May 2022
Learning to Advise and Learning from Advice in Cooperative Multi-Agent Reinforcement Learning Yue Jin Shuangqing Wei Jian Yuan Xudong Zhang 17 0 0 23 May 2022
What's Behind the Mask: Understanding Masked Graph Modeling for Graph Autoencoders Jintang Li Ruofan Wu Wangbin Sun Liang Chen Sheng Tian Liang Zhu Changhua Meng Zibin Zheng Weiqiang Wang SSL 24 80 0 20 May 2022
MIND: Maximum Mutual Information Based Neural Decoder Andrea M. Tonello N. A. Letizia 11 7 0 14 May 2022
Data-Driven Estimation of Capacity Upper Bounds Christian Hager E. Agrell 30 2 0 13 May 2022
BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck Kaizhong Zheng Shujian Yu Baojuan Li Robert Jenssen Badong Chen AI4MH 29 9 0 07 May 2022
Reinforced Causal Explainer for Graph Neural Networks Xiang Wang Y. Wu An Zhang Fuli Feng Xiangnan He Tat-Seng Chua CML 25 47 0 23 Apr 2022
Multi-view Information Bottleneck Without Variational Approximation Qi Zhang Shujian Yu J. Xin Badong Chen 20 10 0 22 Apr 2022
R2-Trans:Fine-Grained Visual Categorization with Redundancy Reduction Yu Wang Shuo Ye Shujian Yu Xinge You 22 14 0 21 Apr 2022
When Does Syntax Mediate Neural Language Model Performance? Evidence from Dropout Probes Mycal Tucker Tiwalayo Eisape Peng Qian R. Levy J. Shah MILM 20 12 0 20 Apr 2022
Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information Maximization Chang-Tien Lu Shen Zheng Gaurav Gupta OOD 24 6 0 20 Apr 2022
INFOrmation Prioritization through EmPOWERment in Visual Model-Based RL Homanga Bharadhwaj Mohammad Babaeizadeh D. Erhan Sergey Levine 30 31 0 18 Apr 2022
Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Jiangtao Xie Fei Long Jiaming Lv Qilong Wang P. Li 23 160 0 09 Apr 2022
CGC: Contrastive Graph Clustering for Community Detection and Tracking Namyong Park Ryan A. Rossi Eunyee Koh I. Burhanuddin Sungchul Kim F. Du Nesreen Ahmed Christos Faloutsos 24 36 0 05 Apr 2022
Mutual information estimation for graph convolutional neural networks Marius Cervera Landsverk S. Riemer-Sørensen SSL GNN 22 1 0 31 Mar 2022
Controllable Augmentations for Video Representation Learning Rui Qian Weiyao Lin John See Dian Li SSL AI4TS 25 9 0 30 Mar 2022
Neighbor Enhanced Graph Convolutional Networks for Node Classification and Recommendation Hao Chen Zhong Huang Yue Xu Zengde Deng Feiran Huang Peng He Zhoujun Li GNN 19 51 0 30 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 33 42 0 29 Mar 2022
Audio-Adaptive Activity Recognition Across Video Domains Yun C. Zhang Hazel Doughty Ling Shao Cees G. M. Snoek 17 38 0 27 Mar 2022
Node Representation Learning in Graph via Node-to-Neighbourhood Mutual Information Maximization Wei Dong Junsheng Wu Yi-wei Luo Zongyuan Ge Peifeng Wang SSL 36 19 0 23 Mar 2022
A Perspective on Neural Capacity Estimation: Viability and Reliability Farhad Mirkarimi Stefano Rini Nariman Farsad 18 1 0 22 Mar 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Junbum Cha Kyungjae Lee Sungrae Park Sanghyuk Chun OOD 26 131 0 21 Mar 2022
The Sandbox Environment for Generalizable Agent Research (SEGAR) R. Devon Hjelm Bogdan Mazoure Florian Golemo Felipe Vieira Frujeri Mihai Jalobeanu Andrey Kolobov LLMAG LRM 21 1 0 19 Mar 2022
PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration Pengyi Li Hongyao Tang Tianpei Yang Xiaotian Hao Tong Sang ... Jianye Hao Matthew E. Taylor Wenyuan Tao Zhen Wang Fazl Barez 21 31 0 16 Mar 2022
Rethinking Minimal Sufficient Representation in Contrastive Learning Haoqing Wang Xun Guo Zhiwei Deng Yan Lu SSL 19 73 0 14 Mar 2022
Neural Topic Modeling with Deep Mutual Information Estimation Kang Xu Xiaona Lu Yuan-Fang Li Tongtong Wu Guilin Qi Ning Ye D. Wang Zheng-Wei Zhou 30 9 0 12 Mar 2022
Non-generative Generalized Zero-shot Learning via Task-correlated Disentanglement and Controllable Samples Synthesis Yaogong Feng Xiaowen Huang Pengbo Yang Jian Yu Jitao Sang DiffM 24 29 0 10 Mar 2022
DeepSE-WF: Unified Security Estimation for Website Fingerprinting Defenses Alexander Veicht Cédric Renggli Diogo Barradas AAML 30 8 0 08 Mar 2022
Policy-Based Bayesian Experimental Design for Non-Differentiable Implicit Models Vincent Lim Ellen R. Novoseller Jeffrey Ichnowski Huang Huang Ken Goldberg OffRL 30 10 0 08 Mar 2022
Integrating Contrastive Learning with Dynamic Models for Reinforcement Learning from Images Bang You Oleg Arenz Youping Chen Jan Peters 13 18 0 02 Mar 2022
Estimators of Entropy and Information via Inference in Probabilistic Models Feras A. Saad Marco F. Cusumano-Towner Vikash K. Mansinghka 9 4 0 24 Feb 2022
HRel: Filter Pruning based on High Relevance between Activation Maps and Class Labels C. Sarvani Mrinmoy Ghorai S. Dubey S. H. Shabbeer Basha VLM 39 37 0 22 Feb 2022
Partial Identification with Noisy Covariates: A Robust Optimization Approach Wenshuo Guo Mingzhang Yin Yixin Wang Michael I. Jordan 31 19 0 22 Feb 2022
Generalizable Information Theoretic Causal Representation Girish A. Koushik Xin-Qiang Cai Furui Liu Xu Chen Zhitang Chen Jianye Hao Jun Wang OOD CML 29 1 0 17 Feb 2022
Learning Disentangled Behaviour Patterns for Wearable-based Human Activity Recognition Jie Su Z. Wen Tao R. Lin Yu Guan 22 18 0 15 Feb 2022
A Generic Self-Supervised Framework of Learning Invariant Discriminative Features Foivos Ntelemis Yaochu Jin S. Thomas OOD 19 4 0 14 Feb 2022
A Differential Entropy Estimator for Training Neural Networks Georg Pichler Pierre Colombo Malik Boudiaf Günther Koliander Pablo Piantanida 25 21 0 14 Feb 2022
Multimodal Audio-Visual Information Fusion using Canonical-Correlated Graph Neural Network for Energy-Efficient Speech Enhancement L. A. Passos João Paulo Papa Javier Del Ser Amir Hussain Ahsan Adeel 19 35 0 09 Feb 2022
Deep Deterministic Independent Component Analysis for Hyperspectral Unmixing Hongming Li Shujian Yu José C. Príncipe 19 6 0 07 Feb 2022
Structure-preserving GANs Jeremiah Birrell M. Katsoulakis Luc Rey-Bellet Wei-wei Zhu GAN 21 18 0 02 Feb 2022
What Has Been Enhanced in my Knowledge-Enhanced Language Model? Yifan Hou Guoji Fu Mrinmaya Sachan KELM 33 1 0 02 Feb 2022
Understanding Deep Contrastive Learning via Coordinate-wise Optimization Yuandong Tian 52 34 0 29 Jan 2022
Probe-Based Interventions for Modifying Agent Behavior Mycal Tucker William Kuhl Khizer Shahid Seth Karten Katia P. Sycara J. Shah AAML 16 0 0 26 Jan 2022
Mutual information neural estimation for unsupervised multi-modal registration of brain images G. Snaauw Michele Sasdelli Gabriel Maicas S. Lau Johan W. Verjans M. Jenkinson G. Carneiro 18 6 0 25 Jan 2022
Informative Pseudo-Labeling for Graph Neural Networks with Few Labels Yayong Li Jie Yin Ling-Hao Chen 27 33 0 20 Jan 2022
Multimodal Representations Learning Based on Mutual Information Maximization and Minimization and Identity Embedding for Multimodal Sentiment Analysis Jiahao Zheng Sen Zhang Xiaoping Wang Zhigang Zeng 14 7 0 10 Jan 2022
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation Seonguk Seo Joon-Young Lee Bohyung Han CML 36 24 0 10 Jan 2022
Preserving Domain Private Representation via Mutual Information Maximization Jiahong Chen Jing Wang Weipeng Lin Kuangen Zhang Clarence W. de Silva OOD 23 4 0 09 Jan 2022