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Information Theory

495 directly classified papers

Papers per year

Papers

An Information-Theoretic Analysis of Nonstationary Bandit Learning ICML 2023
Analyzing Privacy Leakage in Machine Learning via Multiple Hypothesis Testing: A Lesson From Fano ICML 2023
Exact recovery and Bregman hard clustering of node-attributed Stochastic Block Model NIPS 2023
A unified framework for information-theoretic generalization bounds NIPS 2023
Measuring and Controlling Divisiveness in Rank Aggregation IJCAI 2023
InfoOT: Information Maximizing Optimal Transport ICML 2023
Learning Distributions over Quantum Measurement Outcomes ICML 2023
Information Maximization Perspective of Orthogonal Matching Pursuit with Applications to Explainable AI NIPS 2023
Recovery Bounds on Class-Based Optimal Transport: A Sum-of-Norms Regularization Framework ICML 2023
Causal information splitting: Engineering proxy features for robustness to distribution shifts UAI 2023
Explaining Predictive Uncertainty with Information Theoretic Shapley Values NIPS 2023
Tighter Information-Theoretic Generalization Bounds from Supersamples ICML 2023
Estimating the Rate-Distortion Function by Wasserstein Gradient Descent NIPS 2023
Quantifying & Modeling Multimodal Interactions: An Information Decomposition Framework NIPS 2023
Estimating Total Correlation with Mutual Information Estimators AISTATS 2023
Nearly Optimal Latent State Decoding in Block MDPs AISTATS 2023
A linear time approximation of Wasserstein distance with word embedding selection EMNLP 2023
Unified Perspective on Probability Divergence via the Density-Ratio Likelihood: Bridging KL-Divergence and Integral Probability Metrics AISTATS 2023
Information Value: Measuring Utterance Predictability as Distance from Plausible Alternatives EMNLP 2023
DIET: Conditional independence testing with marginal dependence measures of residual information AISTATS 2023
Fast Variational Estimation of Mutual Information for Implicit and Explicit Likelihood Models AISTATS 2023
Prediction-Oriented Bayesian Active Learning AISTATS 2023
Information Theoretic Lower Bounds for Information Theoretic Upper Bounds NIPS 2023
On Best-Arm Identification with a Fixed Budget in Non-Parametric Multi-Armed Bandits ALT 2023
Robust and Fast Measure of Information via Low-Rank Representation AAAI 2023