conftrace_

conditional mutual information

41 papers

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Also known as

CMI

Co-occurring keywords

generalization bound (652) information theory (491) mutual information (724) representation learning (6206) feature selection (649) conditional independence (113) mutual information estimation (21) vc dimension (108) learning theory (519) disentangled representation (521)

Papers

Human-like informative conversations: Better acknowledgements using conditional mutual information NAACL 2021
Causal Influence Detection for Improving Efficiency in Reinforcement Learning NIPS 2021
Open Problem: Information Complexity of VC Learning COLT 2020
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms NIPS 2020
Model-Augmented Conditional Mutual Information Estimation for Feature Selection UAI 2020
C-MI-GAN : Estimation of Conditional Mutual Information using MinMax formulation UAI 2020
Reasoning About Generalization via Conditional Mutual Information COLT 2020
CCMI : Classifier based Conditional Mutual Information Estimation UAI 2019
Testing Conditional Independence on Discrete Data using Stochastic Complexity AISTATS 2019
Estimators for Multivariate Information Measures in General Probability Spaces NIPS 2018
Detecting Dependencies in Sparse, Multivariate Databases Using Probabilistic Programming and Non-parametric Bayes AISTATS 2017
Efficient High-Order Interaction-Aware Feature Selection Based on Conditional Mutual Information NIPS 2016
Nonparametric Estimation of Conditional Information and Divergences AISTATS 2012
High-Dimensional Graphical Model Selection: Tractable Graph Families and Necessary Conditions NIPS 2011
Efficient Heuristics for Discriminative Structure Learning of Bayesian Network Classifiers JMLR 2010
Fast Binary Feature Selection with Conditional Mutual Information JMLR 2004