Information Theory

Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022 Information-Theoretic Bias Reduction via Causal View of Spurious Correlation AAAI 2022 Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning JMLR 2022 Information-theoretic Classification Accuracy: A Criterion that Guides Data-driven Combination of Ambiguous Outcome Labels in Multi-class Classification JMLR 2022 Information-Theoretic GAN Compression with Variational Energy-based Model NeurIPS 2022 ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks CVPR 2022 Lifting the Information Ratio: An Information-Theoretic Analysis of Thompson Sampling for Contextual Bandits NeurIPS 2022 Measures of Information Reflect Memorization Patterns NeurIPS 2022 MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective ACL 2022 Near optimal efficient decoding from pooled data COLT 2022 On Leave-One-Out Conditional Mutual Information For Generalization NeurIPS 2022 On the Interplay between Information Loss and Operation Loss in Representations for Classification AISTATS 2022 On the probability–quality paradox in language generation ACL 2022 Quantification and Analysis of Layer-wise and Pixel-wise Information Discarding ICML 2022 Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives AAAI 2022 Regret Bounds for Information-Directed Reinforcement Learning NeurIPS 2022 Sequential and Parallel Constrained Max-value Entropy Search via Information Lower Bound ICML 2022 SoFaiR: Single Shot Fair Representation Learning IJCAI 2022 Temporal Feature Alignment and Mutual Information Maximization for Video-Based Human Pose Estimation CVPR 2022 The Role of Interactivity in Structured Estimation COLT 2022 Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization NeurIPS 2022 Towards Empirical Sandwich Bounds on the Rate-Distortion Function ICLR 2022 What Has Been Enhanced in my Knowledge-Enhanced Language Model? EMNLP 2022 A Lower Bound for the Sample Complexity of Inverse Reinforcement Learning ICML 2021 An Information-theoretic Approach to Distribution Shifts NeurIPS 2021