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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

A Unified Bellman Optimality Principle Combining Reward Maximization and Empowerment NIPS 2019
Information-Theoretic Confidence Bounds for Reinforcement Learning NIPS 2019
Local to Global Learning: Gradually Adding Classes for Training Deep Neural Networks CVPR 2019
Inherent Tradeoffs in Learning Fair Representations NIPS 2019
Optimal Sampling and Clustering in the Stochastic Block Model NIPS 2019
Information-Theoretic Considerations in Batch Reinforcement Learning ICML 2019
Transferability and Hardness of Supervised Classification Tasks ICCV 2019
Information-theoretic Limits for Community Detection in Network Models NIPS 2018
Deepcode: Feedback Codes via Deep Learning NIPS 2018
Subpolynomial trace reconstruction for random strings \{and arbitrary deletion probability COLT 2018
Extracting Morphophonology from Small Corpora EMNLP 2018
Contextual Stochastic Block Models NIPS 2018
An Information-Theoretic Analysis for Thompson Sampling with Many Actions NIPS 2018
Information-based Adaptive Stimulus Selection to Optimize Communication Efficiency in Brain-Computer Interfaces NIPS 2018
Entropy and mutual information in models of deep neural networks NIPS 2018
Chaining Mutual Information and Tightening Generalization Bounds NIPS 2018
An Information Theory based Approach to Multisource Clustering IJCAI 2018
Detecting Correlations with Little Memory and Communication COLT 2018
Answerer in Questioner's Mind: Information Theoretic Approach to Goal-Oriented Visual Dialog NIPS 2018
Fast Information-theoretic Bayesian Optimisation ICML 2018
Estimators for Multivariate Information Measures in General Probability Spaces NIPS 2018
Invariant Representations without Adversarial Training NIPS 2018
Topological mixture estimation ICML 2018
Max-value Entropy Search for Efficient Bayesian Optimization ICML 2017
Optimal encoding! - Information Theory constrains article omission in newspaper headlines EACL 2017