conftrace_

mutual information estimation

21 papers

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Also known as

MIE

Co-occurring keywords

mutual information (724) representation learning (6206) variational inference (2069) information theory (491) neural estimator (7) conditional mutual information (41) probability distribution (265) contrastive learning (4032) variational bound (18) self-supervised representation learning (46)

Papers

A Benchmark Suite for Evaluating Neural Mutual Information Estimators on Unstructured Datasets NIPS 2024
On Regularized Radon-Nikodym Differentiation JMLR 2024
Mutual Information Estimation via Normalizing Flows NIPS 2024
Mutual Information Estimation via $f$-Divergence and Data Derangements NIPS 2024
Diffeomorphic Information Neural Estimation AAAI 2023
Beyond Normal: On the Evaluation of Mutual Information Estimators NIPS 2023
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization NIPS 2022
Density Ratio Estimation via Infinitesimal Classification AISTATS 2022
Featurized density ratio estimation UAI 2021
Improved Mutual Information Estimation AAAI 2021
A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations IJCNLP 2021
Decomposed Mutual Information Estimation for Contrastive Representation Learning ICML 2021
Mutual Information Estimation using LSH Sampling IJCAI 2020
Telescoping Density-Ratio Estimation NIPS 2020
Unsupervised Domain Adaptation of a Pretrained Cross-Lingual Language Model IJCAI 2020
Neural Methods for Point-wise Dependency Estimation NIPS 2020
CCMI : Classifier based Conditional Mutual Information Estimation UAI 2019
Practical and Consistent Estimation of f-Divergences NIPS 2019
Consistent Distribution-Free $K$-Sample and Independence Tests for Univariate Random Variables JMLR 2016
Exponential Concentration for Mutual Information Estimation with Application to Forests NIPS 2012
Exploring Functional Connectivities of the Human Brain using Multivariate Information Analysis NIPS 2009