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Information Theory

495 directly classified papers

Papers per year

Papers

Lossy Compression for Lossless Prediction NIPS 2021
Perturbation Theory for the Information Bottleneck NIPS 2021
Which Mutual-Information Representation Learning Objectives are Sufficient for Control? NIPS 2021
Towards a Unified Information-Theoretic Framework for Generalization NIPS 2021
Inductive Mutual Information Estimation: A Convex Maximum-Entropy Copula Approach AISTATS 2021
Sequential prediction under log-loss with side information ALT 2021
Precise Minimax Regret for Logistic Regression with Categorical Feature Values ALT 2021
Stochastic block model entropy and broadcasting on trees with survey COLT 2021
Breaking The Dimension Dependence in Sparse Distribution Estimation under Communication Constraints COLT 2021
Sequential prediction under log-loss and misspecification COLT 2021
Fabula Entropy Indexing: Objective Measures of Story Coherence NAACL 2021
Context Aware Local Differential Privacy ICML 2020
Parameterized Rate-Distortion Stochastic Encoder ICML 2020
CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information ICML 2020
Less is Better: A cognitively inspired unsupervised model for language segmentation COLING 2020
Lower Bounds for Learning Distributions under Communication Constraints via Fisher Information JMLR 2020
Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing ICML 2020
Infomax Neural Joint Source-Channel Coding via Adversarial Bit Flip AAAI 2020
Processing effort is a poor predictor of cross-linguistic word order frequency CONLL 2020
What time is it? Temporal Analysis of Novels EMNLP 2020
An Information-Theoretic Quantification of Discrimination with Exempt Features AAAI 2020
Open Problem: Information Complexity of VC Learning COLT 2020
Maintaining Quality in FEVER Annotation ACL 2020
Optimal Bounds between f-Divergences and Integral Probability Metrics ICML 2020
Information-Theoretic Probing with Minimum Description Length EMNLP 2020