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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

Fundamental Limits of Budget-Fidelity Trade-off in Label Crowdsourcing NIPS 2016
Human Decision-Making under Limited Time NIPS 2016
The Information Sieve ICML 2016
Maximally Informative Hierarchical Representations of High-Dimensional Data AISTATS 2015
Exploring Causal Relationships in Visual Object Tracking ICCV 2015
Saliency, Scale and Information: Towards a Unifying Theory NIPS 2015
How Many Bits Does it Take for a Stimulus to Be Salient? CVPR 2015
Information-theoretic lower bounds for convex optimization with erroneous oracles NIPS 2015
Bayesian Active Model Selection with an Application to Automated Audiometry NIPS 2015
Extremal Mechanisms for Local Differential Privacy NIPS 2014
Fundamental Limits of Online and Distributed Algorithms for Statistical Learning and Estimation NIPS 2014
Information-Theoretic Characterization of Sparse Recovery AISTATS 2014
A statistical model for tensor PCA NIPS 2014
On the Information Theoretic Limits of Learning Ising Models NIPS 2014
Demystifying Information-Theoretic Clustering ICML 2014
Quantized Estimation of Gaussian Sequence Models in Euclidean Balls NIPS 2014
Multivariate f-divergence Estimation With Confidence NIPS 2014
Standardized Mutual Information for Clustering Comparisons: One Step Further in Adjustment for Chance ICML 2014
Discriminative Color Descriptors CVPR 2013
Active Learning for Interactive Visualization AISTATS 2013
Bayesian entropy estimation for binary spike train data using parametric prior knowledge NIPS 2013
Least Informative Dimensions NIPS 2013
Information-theoretic lower bounds for distributed statistical estimation with communication constraints NIPS 2013
Exploiting Ontology Structures and Unlabeled Data for Learning ICML 2013
Sparse Adaptive Dirichlet-Multinomial-like Processes COLT 2013