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
Task-Oriented Communication for Graph Data: A Graph Information Bottleneck Approach Shujing Li Yanhu Wang Shuaishuai Guo Chenyuan Feng 40 3 0 04 Sep 2024
An Overlooked Role of Context-Sensitive Dendrites Mohsin Raza Ahsan Adeel 32 1 0 20 Aug 2024
Value of Information and Reward Specification in Active Inference and POMDPs Ran Wei 54 3 0 13 Aug 2024
Disentangled Noisy Correspondence Learning Zhuohang Dang Minnan Luo Jihong Wang Chengyou Jia Haochen Han Herun Wan Guang Dai Xiaojun Chang Jingdong Wang 34 0 0 10 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
Cost-constrained multi-label group feature selection using shadow features Tomasz Klonecki Paweł Teisseyre Jaesung Lee 13 0 0 03 Aug 2024
Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization Wenyu Mao Jiancan Wu Haoyang Liu Yongduo Sui Xiang Wang OOD 39 2 0 03 Aug 2024
Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging Sarah Muller Louisa Fay Lisa M. Koch S. Gatidis Thomas Kustner Philipp Berens CML OOD 24 0 0 26 Jul 2024
DisenSemi: Semi-supervised Graph Classification via Disentangled Representation Learning Yifan Wang Xiao Luo Chong Chen Xian-Sheng Hua Ming Zhang Wei Ju 34 24 0 19 Jul 2024
Many Perception Tasks are Highly Redundant Functions of their Input Data Rahul Ramesh Anthony Bisulco Ronald W. DiTullio Linran Wei Vijay Balasubramanian Kostas Daniilidis Pratik Chaudhari 44 2 0 18 Jul 2024
Maximum Entropy Inverse Reinforcement Learning of Diffusion Models with Energy-Based Models Sangwoong Yoon Himchan Hwang Dohyun Kwon Yung-Kyun Noh Frank C. Park 34 3 0 30 Jun 2024
Multilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge Constraints Ran Song Shizhu He Shengxiang Gao Li Cai Kang Liu Zhengtao Yu Jun Zhao LRM 50 5 0 26 Jun 2024
Learning Abstract World Model for Value-preserving Planning with Options Rafael Rodríguez-Sánchez George Konidaris 30 1 0 22 Jun 2024
Enhancing Adversarial Transferability via Information Bottleneck Constraints Biqing Qi Junqi Gao Jianxing Liu Ligang Wu Bowen Zhou AAML 31 2 0 08 Jun 2024
Representation Learning with Conditional Information Flow Maximization Dou Hu Lingwei Wei Wei Zhou Songlin Hu SSL 45 1 0 08 Jun 2024
Predictability Analysis of Regression Problems via Conditional Entropy Estimations Yu-Hsueh Fang Chia-Yen Lee 27 1 0 06 Jun 2024
Mutual Information Guided Backdoor Mitigation for Pre-trained Encoders Tingxu Han Dongrui Liu Ziqi Ding Chunrong Fang Hanwei Qian Jiaxun Li Zhenyu Chen Xiangyu Zhang AAML 38 7 0 05 Jun 2024
Causal Contrastive Learning for Counterfactual Regression Over Time Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML AI4TS 38 2 0 01 Jun 2024
Information Theoretic Text-to-Image Alignment Chao Wang Giulio Franzese A. Finamore Massimo Gallo Pietro Michiardi 75 0 0 31 May 2024
Identifiability of a statistical model with two latent vectors: Importance of the dimensionality relation and application to graph embedding Hiroaki Sasaki CML 33 0 0 30 May 2024
Constrained Ensemble Exploration for Unsupervised Skill Discovery Chenjia Bai Rushuai Yang Qiaosheng Zhang Kang Xu Yi Chen Ting Xiao Xuelong Li OffRL 40 3 0 25 May 2024
Large Language Model Pruning Hanjuan Huang Hao-Jia Song H. Pao 46 0 0 24 May 2024
MaSS: Multi-attribute Selective Suppression for Utility-preserving Data Transformation from an Information-theoretic Perspective Yizhuo Chen Chun-Fu Chen Hsiang Hsu Shaohan Hu Marco Pistoia Tarek F. Abdelzaher 43 0 0 23 May 2024
Large Language Models are Effective Priors for Causal Graph Discovery Victor-Alexandru Darvariu Stephen Hailes Mirco Musolesi 45 8 0 22 May 2024
DisCo: Towards Harmonious Disentanglement and Collaboration between Tabular and Semantic Space for Recommendation Kounianhua Du Jizheng Chen Jianghao Lin Yunjia Xi Hangyu Wang Xinyi Dai Bo Chen Ruiming Tang Weinan Zhang 32 7 0 20 May 2024
EPPS: Advanced Polyp Segmentation via Edge Information Injection and Selective Feature Decoupling Mengqi Lei Xin Wang 42 6 0 20 May 2024
Age Aware Scheduling for Differentially-Private Federated Learning Kuan-Yu Lin Hsuan-Yin Lin Yu-Pin Hsu Yu-Chih Huang FedML 27 1 0 09 May 2024
AniTalker: Animate Vivid and Diverse Talking Faces through Identity-Decoupled Facial Motion Encoding Tao Liu Feilong Chen Shuai Fan Chenpeng Du Qi Chen Xie Chen Kai Yu DiffM PINN 36 25 0 06 May 2024
MAIN-VC: Lightweight Speech Representation Disentanglement for One-shot Voice Conversion Pengcheng Li Jianzong Wang Xulong Zhang Yong Zhang Jing Xiao Ning Cheng DRL 35 1 0 02 May 2024
Cauchy-Schwarz Divergence Information Bottleneck for Regression Shujian Yu Xi Yu Sigurd Løkse Robert Jenssen José C. Príncipe UQCV 29 5 0 27 Apr 2024
Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning Yanhui Guo Shaoyuan Xu Jinmiao Fu Jia-Wei Liu Chaosheng Dong Bryan Wang VLM CLL 33 5 0 22 Apr 2024
Improving Group Robustness on Spurious Correlation Requires Preciser Group Inference Yujin Han Difan Zou AAML 31 3 0 22 Apr 2024
InfoMatch: Entropy Neural Estimation for Semi-Supervised Image Classification Qi Han Zhibo Tian Chengwei Xia Kun Zhan SSL 32 5 0 17 Apr 2024
Learning to Rebalance Multi-Modal Optimization by Adaptively Masking Subnetworks Yang Yang Hongpeng Pan Qingjun Jiang Yi Tian Xu Jinghui Tang 29 4 0 12 Apr 2024
Deep Generative Sampling in the Dual Divergence Space: A Data-efficient & Interpretative Approach for Generative AI Sahil Garg Anderson Schneider Anant Raj Kashif Rasul Yuriy Nevmyvaka S. Gopal Amit Dhurandhar Guillermo Cecchi Irina Rish 23 0 0 10 Apr 2024
SENSOR: Imitate Third-Person Expert's Behaviors via Active Sensoring Kaichen Huang Minghao Shao Shenghua Wan Hai-Hang Sun Shuai Feng Le Gan De-Chuan Zhan 32 0 0 04 Apr 2024
A Comprehensive Survey on Self-Supervised Learning for Recommendation Xubin Ren Wei Wei Lianghao Xia Chao Huang SSL 37 9 0 04 Apr 2024
Verifying the Selected Completely at Random Assumption in Positive-Unlabeled Learning Paweł Teisseyre Konrad Furmañczyk J. Mielniczuk 36 1 0 29 Mar 2024
Differentiable Information Bottleneck for Deterministic Multi-view Clustering Xiaoqiang Yan Zhixiang Jin Fengshou Han Yangdong Ye 38 2 0 23 Mar 2024
Rethinking Multi-view Representation Learning via Distilled Disentangling Guanzhou Ke Bo Wang Xiaoli Wang Shengfeng He 37 3 0 16 Mar 2024
What Makes Good Collaborative Views? Contrastive Mutual Information Maximization for Multi-Agent Perception Wanfang Su Lixing Chen Yang Bai Xi Lin Gaolei Li Zhe Qu Pan Zhou 43 5 0 15 Mar 2024
BRIEDGE: EEG-Adaptive Edge AI for Multi-Brain to Multi-Robot Interaction Jinhui Ouyang Mingzhu Wu Xinglin Li Hanhui Deng Di Wu 16 2 0 14 Mar 2024
Denoising Autoregressive Representation Learning Yazhe Li J. Bornschein Ting Chen DiffM 40 3 0 08 Mar 2024
Learning to Maximize Mutual Information for Chain-of-Thought Distillation Xin Chen Hanxian Huang Yanjun Gao Yi Wang Jishen Zhao Ke Ding 35 11 0 05 Mar 2024
Mutual Information Estimation via Normalizing Flows I. Butakov Alexander Tolmachev S. Malanchuk A. Neopryatnaya Alexey Frolov 32 7 0 04 Mar 2024
Inf2Guard: An Information-Theoretic Framework for Learning Privacy-Preserving Representations against Inference Attacks Sayedeh Leila Noorbakhsh Binghui Zhang Yuan Hong Binghui Wang AAML 25 8 0 04 Mar 2024
Pseudo-Label Calibration Semi-supervised Multi-Modal Entity Alignment Luyao Wang Pengnian Qi Xigang Bao Chunlai Zhou Biao Qin 33 9 0 02 Mar 2024
Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling Shiyi Qi Liangjiang Wen Yiduo Li Yuanhang Yang Zhe Li Zhongwen Rao Lujia Pan Zenglin Xu AI4TS 24 1 0 01 Mar 2024
Disentangling representations of retinal images with generative models Sarah Muller Lisa M. Koch Hendrik P. A. Lensch Philipp Berens MedIm 32 3 0 29 Feb 2024
Enhancing the "Immunity" of Mixture-of-Experts Networks for Adversarial Defense Qiao Han yong huang Xinling Guo Yiteng Zhai Yu Qin Yao Yang AAML 23 1 0 29 Feb 2024