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

CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement AAAI 2026
Asymmetric Reinforcing Against Multi-Modal Representation Bias AAAI 2025
Conditional Information Bottleneck-Based Multivariate Time Series Forecasting IJCAI 2025
Palette of Language Models: A Solver for Controlled Text Generation NAACL 2025
InfoBridge: Balanced Multimodal Integration through Conditional Dependency Modeling ICCV 2025
Generalization Bounds via Conditional $f$-Information NIPS 2024
Language Model Based Unsupervised Dependency Parsing with Conditional Mutual Information and Grammatical Constraints NAACL 2024
Situation-Dependent Causal Influence-Based Cooperative Multi-Agent Reinforcement Learning AAAI 2024
AdaNovo: Towards Robust \emph{De Novo} Peptide Sequencing in Proteomics against Data Biases NIPS 2024
FADES: Fair Disentanglement with Sensitive Relevance CVPR 2024
Conditional Mutual Information for Disentangled Representations in Reinforcement Learning NIPS 2023
A Rigorous Information-Theoretic Definition of Redundancy and Relevancy in Feature Selection Based on (Partial) Information Decomposition JMLR 2023
Tighter Information-Theoretic Generalization Bounds from Supersamples ICML 2023
Nearest-Neighbor Sampling Based Conditional Independence Testing 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 NIPS 2023
Diffeomorphic Information Neural Estimation AAAI 2023
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NIPS 2022
Selective Regression under Fairness Criteria ICML 2022
A New Family of Generalization Bounds Using Samplewise Evaluated CMI NIPS 2022
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation AAAI 2022
On Leave-One-Out Conditional Mutual Information For Generalization NIPS 2022
FedSR: A Simple and Effective Domain Generalization Method for Federated Learning NIPS 2022
Decomposed Mutual Information Estimation for Contrastive Representation Learning ICML 2021
Towards a Unified Information-Theoretic Framework for Generalization NIPS 2021