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Information Theory

495 directly classified papers

Papers per year

Papers

Quantifying & Modeling Multimodal Interactions: An Information Decomposition Framework NIPS 2023
Optimal testing using combined test statistics across independent studies NIPS 2023
Recovery Bounds on Class-Based Optimal Transport: A Sum-of-Norms Regularization Framework ICML 2023
Tighter Information-Theoretic Generalization Bounds from Supersamples ICML 2023
Information Maximization Perspective of Orthogonal Matching Pursuit with Applications to Explainable AI NIPS 2023
An Information-Theoretic Analysis of Nonstationary Bandit Learning ICML 2023
Estimating Total Correlation with Mutual Information Estimators AISTATS 2023
Estimating the Rate-Distortion Function by Wasserstein Gradient Descent NIPS 2023
Explaining Predictive Uncertainty with Information Theoretic Shapley Values NIPS 2023
Measuring Pointwise 𝒱-Usable Information In-Context-ly EMNLP 2023
An Information Theory Perspective on Variance-Invariance-Covariance Regularization NIPS 2023
Information Value: Measuring Utterance Predictability as Distance from Plausible Alternatives EMNLP 2023
Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling JMLR 2023
A linear time approximation of Wasserstein distance with word embedding selection EMNLP 2023
Controlling Wasserstein Distances by Kernel Norms with Application to Compressive Statistical Learning JMLR 2023
A Rigorous Information-Theoretic Definition of Redundancy and Relevancy in Feature Selection Based on (Partial) Information Decomposition JMLR 2023
On Distance and Kernel Measures of Conditional Dependence JMLR 2023
“World Knowledge” in Multiple Choice Reading Comprehension EACL 2023
Syntax and Geometry of Information ACL 2023
A Mutual Information-based Approach to Quantifying Logography in Japanese and Sumerian ACL 2023
InfoOT: Information Maximizing Optimal Transport ICML 2023
An Information-Theoretic Evaluation of Generative Models in Learning Multi-modal Distributions NIPS 2023
Tokenization and the Noiseless Channel ACL 2023
Revisiting Entropy Rate Constancy in Text EMNLP 2023
Measuring and Controlling Divisiveness in Rank Aggregation IJCAI 2023