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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

Adaptive Information Belief Space Planning IJCAI 2022
PEAF: Learnable Power Efficient Analog Acoustic Features for Audio Recognition INTERSPEECH 2022
$k$-Sliced Mutual Information: A Quantitative Study of Scalability with Dimension NIPS 2022
A time-resolved theory of information encoding in recurrent neural networks NIPS 2022
Entropic Causal Inference: Graph Identifiability ICML 2022
Improving Adversarial Robustness via Mutual Information Estimation ICML 2022
On Leave-One-Out Conditional Mutual Information For Generalization NIPS 2022
Generalized Group Testing AISTATS 2022
An Information-Theoretic Justification for Model Pruning AISTATS 2022
Construction Repetition Reduces Information Rate in Dialogue IJCNLP 2022
SoFaiR: Single Shot Fair Representation Learning IJCAI 2022
Analyzing Wrap-Up Effects through an Information-Theoretic Lens ACL 2022
An Analysis of Ensemble Sampling NIPS 2022
Fundamental Performance Limits for Sensor-Based Robot Control and Policy Learning RSS 2022
ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons ACL 2022
Information-Theoretic Safe Exploration with Gaussian Processes NIPS 2022
Measuring Data Leakage in Machine-Learning Models with Fisher Information (Extended Abstract) IJCAI 2022
Learning Cluster Causal Diagrams: An Information-Theoretic Approach IJCAI 2022
Better Embedding and More Shots for Few-shot Learning IJCAI 2022
Principle of relevant information for graph sparsification UAI 2022
Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022
Construction Repetition Reduces Information Rate in Dialogue AACL 2022
Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning JMLR 2022
Increasing Visual Awareness in Multimodal Neural Machine Translation from an Information Theoretic Perspective EMNLP 2022
Data-Derived Weak Universal Consistency JMLR 2022