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Information Theory

318 papers

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Papers

Diffeomorphic Information Neural Estimation AAAI 2023

Which Shortcut Solution Do Question Answering Models Prefer to Learn? AAAI 2023

The Analysis of Deep Neural Networks by Information Theory: From Explainability to Generalization AAAI 2023

Towards Stable Natural Language Understanding via Information Entropy Guided Debiasing ACL 2023

Tokenization and the Noiseless Channel ACL 2023

Using Sliced Mutual Information to Study Memorization and Generalization in Deep Neural Networks AISTATS 2023

Prediction-Oriented Bayesian Active Learning AISTATS 2023

How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm? AISTATS 2023

DIET: Conditional independence testing with marginal dependence measures of residual information AISTATS 2023

Alignment via Mutual Information CONLL 2023

Enhancing Multiple Reliability Measures via Nuisance-Extended Information Bottleneck CVPR 2023

Label Information Bottleneck for Label Enhancement CVPR 2023

JacobiNeRF: NeRF Shaping With Mutual Information Gradients CVPR 2023

Norm of Word Embedding Encodes Information Gain EMNLP 2023

Subspace Chronicles: How Linguistic Information Emerges, Shifts and Interacts during Language Model Training EMNLP 2023

Revisiting Entropy Rate Constancy in Text EMNLP 2023

Measuring Pointwise 𝒱-Usable Information In-Context-ly EMNLP 2023

Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning EMNLP 2023

Parametric Information Maximization for Generalized Category Discovery ICCV 2023

How Does Information Bottleneck Help Deep Learning? ICML 2023

Fundamental Tradeoffs in Learning with Prior Information ICML 2023

Communication-Constrained Bandits under Additive Gaussian Noise ICML 2023

An Information-Theoretic Analysis of Nonstationary Bandit Learning ICML 2023

Tighter Information-Theoretic Generalization Bounds from Supersamples ICML 2023

Recognizable Information Bottleneck IJCAI 2023