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information theory

489 papers

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Also known as

IP IT

Co-occurring keywords

mutual information (717) representation learning (6174) sample complexity (1158) language model (4573) generalization bound (649) learning theory (518) large language model (12755) causal inference (1619) statistical learning (350) unsupervised learning (3255)

Papers

Tight Bounds on Profile Redundancy and Distinguishability NIPS 2012
Exponential Concentration for Mutual Information Estimation with Application to Forests NIPS 2012
Nonparametric Estimation of Conditional Information and Divergences AISTATS 2012
Information Theoretic Model Validation for Spectral Clustering AISTATS 2012
Toward Information Theoretic Human-Robot Dialog RSS 2012
Restricted Strong Convexity and Weighted Matrix Completion: Optimal Bounds with Noise JMLR 2012
Active Learning from Multiple Knowledge Sources AISTATS 2012
Coding efficiency and detectability of rate fluctuations with non-Poisson neuronal firing NIPS 2012
Missing Information Impediments to Learnability COLT 2011
Competitive Closeness Testing COLT 2011
Thinning Measurement Models and Questionnaire Design NIPS 2011
Information Rates and Optimal Decoding in Large Neural Populations NIPS 2011
Lower Bounds for Passive and Active Learning NIPS 2011
Active Sequential Learning with Tactile Feedback AISTATS 2010
Discriminative Clustering by Regularized Information Maximization NIPS 2010
Evaluating neuronal codes for inference using Fisher information NIPS 2010
Generative Local Metric Learning for Nearest Neighbor Classification NIPS 2010
Why are some word orders more common than others? A uniform information density account NIPS 2010
Fluid Dynamics Models for Low Rank Discriminant Analysis AISTATS 2010
Information-theoretic lower bounds on the oracle complexity of convex optimization NIPS 2009
Lower bounds on minimax rates for nonparametric regression with additive sparsity and smoothness NIPS 2009
Discrete MDL Predicts in Total Variation NIPS 2009
Optimal context separation of spiking haptic signals by second-order somatosensory neurons NIPS 2009
Estimation of Information Theoretic Measures for Continuous Random Variables NIPS 2008
ICA based on a Smooth Estimation of the Differential Entropy NIPS 2008