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Information Theory

498 papers

Papers per year

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14
38
22
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Papers

Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling JMLR 2023
Information theoretic clustering via divergence maximization among clusters UAI 2023
Causal information splitting: Engineering proxy features for robustness to distribution shifts UAI 2023
Effective Dimension in Bandit Problems under Censorship NIPS 2022
Information bottleneck theory of high-dimensional regression: relevancy, efficiency and optimality NIPS 2022
On Leave-One-Out Conditional Mutual Information For Generalization NIPS 2022
Joint Entropy Search For Maximally-Informed Bayesian Optimization NIPS 2022
$k$-Sliced Mutual Information: A Quantitative Study of Scalability with Dimension NIPS 2022
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NIPS 2022
Estimation of Entropy in Constant Space with Improved Sample Complexity NIPS 2022
A time-resolved theory of information encoding in recurrent neural networks NIPS 2022
Entropy Estimation via Normalizing Flow AAAI 2022
Gradual (In)Compatibility of Fairness Criteria AAAI 2022
Does the Geometry of the Data Control the Geometry of Neural Predictions? (Student Abstract) AAAI 2022
Construction Repetition Reduces Information Rate in Dialogue AACL 2022
Evaluating Extreme Hierarchical Multi-label Classification ACL 2022
Analyzing Wrap-Up Effects through an Information-Theoretic Lens ACL 2022
Estimating the Entropy of Linguistic Distributions ACL 2022
On Linear Model with Markov Signal Priors AISTATS 2022
Nearly Tight Convergence Bounds for Semi-discrete Entropic Optimal Transport AISTATS 2022
Kantorovich Mechanism for Pufferfish Privacy AISTATS 2022
Optimal transport with $f$-divergence regularization and generalized Sinkhorn algorithm AISTATS 2022
Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm AISTATS 2022
Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022
Entropy Regularized Optimal Transport Independence Criterion AISTATS 2022