Information Theory

An Information-Theoretic Foundation for the Subregular Hierarchy ACL 2026 Bivariate Causal Discovery Using Rate-Distortion MDL: An Information Dimension Approach CLeaR 2026 I²B-LPO: Latent Policy Optimization via Iterative Information Bottleneck ACL 2026 Information-Theoretic Lower Bounds for Causal Inference under Credal Uncertainty UAI 2026 Information-theoretic signatures of causality in Bayesian networks and hypergraphs CLeaR 2026 Information-Theoretic Thresholds for Bipartite Latent-Space Graphs Under Noisy Observations COLT 2026 MMG: Mutual Information Estimation via the MMSE Gap in Diffusion UAI 2026 On the Information Processing of One-Dimensional Wasserstein Distances with Finite Samples AAAI 2026 Robust Spiking Neural Networks by Temporal Mutual Information CVPR 2026 UniComp: Rethinking Video Compression Through Informational Uniqueness CVPR 2026 A Game-Theoretic Perspective on Inconsistency Handling IJCAI 2025 A Grounded Typology of Word Classes NAACL 2025 An Instrumental Value for Data Production and its Application to Data Pricing ICML 2025 A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization ICML 2025 Better Private Distribution Testing by Leveraging Unverified Auxiliary Data COLT 2025 Bridging the Gap Between f-divergences and Bayes Hilbert Spaces ICLR 2025 Can information theory unravel the subtext in a Chekhovian short story? ACL 2025 Causal Learning Meet Covariates: Empowering Lightweight and Effective Nationwide Air Quality Forecasting IJCAI 2025 Density-Dependent Group Testing AISTATS 2025 Detecting Arbitrary Planted Subgraphs in Random Graphs COLT 2025 Distributed Nonparametric Estimation: from Sparse to Dense Samples per Terminal ICML 2025 Exactly Tight Information-theoretic Generalization Bounds via Binary Jensen-Shannon Divergence ICML 2025 Exact Recovery of Sparse Binary Vectors from Generalized Linear Measurements ICML 2025 Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective ICML 2025 Fast and Provable Algorithms for Sparse PCA with Improved Sample Complexity ICML 2025