conditional mutual information

A Rigorous Information-Theoretic Definition of Redundancy and Relevancy in Feature Selection Based on (Partial) Information Decomposition JMLR 2023 Conditional Mutual Information for Disentangled Representations in Reinforcement Learning NeurIPS 2023 Diffeomorphic Information Neural Estimation AAAI 2023 FedCR: Personalized Federated Learning Based on Across-Client Common Representation with Conditional Mutual Information Regularization ICML 2023 K-Nearest-Neighbor Local Sampling Based Conditional Independence Testing NeurIPS 2023 Nearest-Neighbor Sampling Based Conditional Independence Testing AAAI 2023 Tighter Information-Theoretic Generalization Bounds from Supersamples ICML 2023 A New Family of Generalization Bounds Using Samplewise Evaluated CMI NeurIPS 2022 Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NeurIPS 2022 FedSR: A Simple and Effective Domain Generalization Method for Federated Learning NeurIPS 2022 Information-Theoretic Bias Reduction via Causal View of Spurious Correlation AAAI 2022 On Leave-One-Out Conditional Mutual Information For Generalization NeurIPS 2022 Selective Regression under Fairness Criteria ICML 2022 Causal Influence Detection for Improving Efficiency in Reinforcement Learning NeurIPS 2021 Decomposed Mutual Information Estimation for Contrastive Representation Learning ICML 2021 How to Gain on Power: Novel Conditional Independence Tests Based on Short Expansion of Conditional Mutual Information JMLR 2021 Human-like informative conversations: Better acknowledgements using conditional mutual information NAACL 2021 Towards a Unified Information-Theoretic Framework for Generalization NeurIPS 2021 C-MI-GAN : Estimation of Conditional Mutual Information using MinMax formulation UAI 2020 Model-Augmented Conditional Mutual Information Estimation for Feature Selection UAI 2020 Open Problem: Information Complexity of VC Learning COLT 2020 Reasoning About Generalization via Conditional Mutual Information COLT 2020 Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms NeurIPS 2020 CCMI : Classifier based Conditional Mutual Information Estimation UAI 2019 Testing Conditional Independence on Discrete Data using Stochastic Complexity AISTATS 2019