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Information Theory

495 directly classified papers

Papers per year

Papers

Which Mutual-Information Representation Learning Objectives are Sufficient for Control? NIPS 2021
Towards a Unified Information-Theoretic Framework for Generalization NIPS 2021
Breaking The Dimension Dependence in Sparse Distribution Estimation under Communication Constraints COLT 2021
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis EMNLP 2021
Revisiting the Uniform Information Density Hypothesis EMNLP 2021
An Information-Theoretic Framework for Unifying Active Learning Problems AAAI 2021
SMURF: SeMantic and linguistic UndeRstanding Fusion for Caption Evaluation via Typicality Analysis ACL 2021
A surprisal–duration trade-off across and within the world’s languages EMNLP 2021
Lossy Compression for Lossless Prediction NIPS 2021
Measuring Dependence with Matrix-based Entropy Functional AAAI 2021
Disentangled Information Bottleneck AAAI 2021
Optimizing Information Theory Based Bitwise Bottlenecks for Efficient Mixed-Precision Activation Quantization AAAI 2021
Adversarial Training Reduces Information and Improves Transferability AAAI 2021
Perturbation Theory for the Information Bottleneck NIPS 2021
Improved Mutual Information Estimation AAAI 2021
Optimal Quantisation of Probability Measures Using Maximum Mean Discrepancy AISTATS 2021
Light RUMs ICML 2021
Principal Bit Analysis: Autoencoding with Schur-Concave Loss ICML 2021
Analysing Human Strategies of Information Transmission as a Function of Discourse Context EMNLP 2021
Is Information Density Uniform in Task-Oriented Dialogues? EMNLP 2021
On Homophony and Rényi Entropy EMNLP 2021
Human-like informative conversations: Better acknowledgements using conditional mutual information NAACL 2021
What About the Precedent: An Information-Theoretic Analysis of Common Law NAACL 2021
Hilbert Sinkhorn Divergence for Optimal Transport CVPR 2021
Entropic Inequality Constraints from e-separation Relations in Directed Acyclic Graphs with Hidden Variables UAI 2021