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Information Theory

498 papers

Papers per year

4
7
14
38
22
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Papers

MIM4DD: Mutual Information Maximization for Dataset Distillation NIPS 2023
Kernel-Based Tests for Likelihood-Free Hypothesis Testing NIPS 2023
Quantifying & Modeling Multimodal Interactions: An Information Decomposition Framework NIPS 2023
An Information Theory Perspective on Variance-Invariance-Covariance Regularization NIPS 2023
Information Theoretic Lower Bounds for Information Theoretic Upper Bounds NIPS 2023
Exact recovery and Bregman hard clustering of node-attributed Stochastic Block Model NIPS 2023
Faster Relative Entropy Coding with Greedy Rejection Coding NIPS 2023
Unified Lower Bounds for Interactive High-dimensional Estimation under Information Constraints NIPS 2023
The s-value: evaluating stability with respect to distributional shifts NIPS 2023
Gaussian Partial Information Decomposition: Bias Correction and Application to High-dimensional Data NIPS 2023
A unified framework for information-theoretic generalization bounds NIPS 2023
Max-Sliced Mutual Information NIPS 2023
Optimal testing using combined test statistics across independent studies NIPS 2023
Deep Graph Structural Infomax AAAI 2023
Robust and Fast Measure of Information via Low-Rank Representation AAAI 2023
Local Intrinsic Dimensional Entropy AAAI 2023
FastAMI – a Monte Carlo Approach to the Adjustment for Chance in Clustering Comparison Metrics AAAI 2023
Tokenization and the Noiseless Channel ACL 2023
Syntax and Geometry of Information ACL 2023
A Mutual Information-based Approach to Quantifying Logography in Japanese and Sumerian ACL 2023
Estimating Total Correlation with Mutual Information Estimators AISTATS 2023
Nearly Optimal Latent State Decoding in Block MDPs AISTATS 2023
Unified Perspective on Probability Divergence via the Density-Ratio Likelihood: Bridging KL-Divergence and Integral Probability Metrics AISTATS 2023
Prediction-Oriented Bayesian Active Learning AISTATS 2023
Fast Variational Estimation of Mutual Information for Implicit and Explicit Likelihood Models AISTATS 2023