Information Theory

Exact recovery and Bregman hard clustering of node-attributed Stochastic Block Model NeurIPS 2023 Explaining Predictive Uncertainty with Information Theoretic Shapley Values NeurIPS 2023 FastAMI – a Monte Carlo Approach to the Adjustment for Chance in Clustering Comparison Metrics AAAI 2023 Faster Relative Entropy Coding with Greedy Rejection Coding NeurIPS 2023 Fast Variational Estimation of Mutual Information for Implicit and Explicit Likelihood Models AISTATS 2023 Gaussian Partial Information Decomposition: Bias Correction and Application to High-dimensional Data NeurIPS 2023 Generalization Guarantees via Algorithm-dependent Rademacher Complexity COLT 2023 InfoOT: Information Maximizing Optimal Transport ICML 2023 Information Maximization Perspective of Orthogonal Matching Pursuit with Applications to Explainable AI NeurIPS 2023 Information theoretic clustering via divergence maximization among clusters UAI 2023 Information Theoretic Lower Bounds for Information Theoretic Upper Bounds NeurIPS 2023 Information Value: Measuring Utterance Predictability as Distance from Plausible Alternatives EMNLP 2023 Kernel-Based Tests for Likelihood-Free Hypothesis Testing NeurIPS 2023 Label Information Bottleneck for Label Enhancement CVPR 2023 Learning Distributions over Quantum Measurement Outcomes ICML 2023 Local Intrinsic Dimensional Entropy AAAI 2023 Max-Sliced Mutual Information NeurIPS 2023 Measuring and Controlling Divisiveness in Rank Aggregation IJCAI 2023 Measuring Pointwise 𝒱-Usable Information In-Context-ly EMNLP 2023 MIM4DD: Mutual Information Maximization for Dataset Distillation NeurIPS 2023 Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling JMLR 2023 Nearly Optimal Latent State Decoding in Block MDPs AISTATS 2023 On Best-Arm Identification with a Fixed Budget in Non-Parametric Multi-Armed Bandits ALT 2023 On Distance and Kernel Measures of Conditional Dependence JMLR 2023 Optimal testing using combined test statistics across independent studies NeurIPS 2023