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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

Group-Wise Point-Set Registration Based on Renyi's Second Order Entropy CVPR 2017
NID-SLAM: Robust Monocular SLAM Using Normalised Information Distance CVPR 2017
Learning Populations of Parameters NIPS 2017
Phase Transitions in the Pooled Data Problem NIPS 2017
Fundamental limits of symmetric low-rank matrix estimation COLT 2017
Information-theoretic limits of Bayesian network structure learning AISTATS 2017
Unsupervised Learning via Total Correlation Explanation IJCAI 2017
Sifting Common Information from Many Variables IJCAI 2017
Understanding and Measuring Collective Intelligence Across Different Cognitive Systems: An Information-Theoretic Approach IJCAI 2017
CHARDA: Causal Hybrid Automata Recovery via Dynamic Analysis IJCAI 2017
Information-theoretic analysis of generalization capability of learning algorithms NIPS 2017
Fully Decentralized Policies for Multi-Agent Systems: An Information Theoretic Approach NIPS 2017
The Impact of Typicality for Informative Representative Selection CVPR 2017
Quantifying how much sensory information in a neural code is relevant for behavior NIPS 2017
Discovering Potential Correlations via Hypercontractivity NIPS 2017
Measuring Encoding Efficiency in Swedish and English Language Learner Speech Production INTERSPEECH 2017
Homogeneity Measure Impact on Target and Non-Target Trials in Forensic Voice Comparison INTERSPEECH 2017
Relevant sparse codes with variational information bottleneck NIPS 2016
Exact Exponent in Optimal Rates for Crowdsourcing ICML 2016
Refined Lower Bounds for Adversarial Bandits NIPS 2016
Conditional Dependence via Shannon Capacity: Axioms, Estimators and Applications ICML 2016
An Information-Theoretic Analysis of Thompson Sampling JMLR 2016
The Information-Theoretic Requirements of Subspace Clustering with Missing Data ICML 2016
Information-theoretic thresholds for community detection in sparse networks COLT 2016
A Bio-inspired Redundant Sensing Architecture NIPS 2016