Information Theory

Kantorovich Mechanism for Pufferfish Privacy AISTATS 2022 Learning Cluster Causal Diagrams: An Information-Theoretic Approach IJCAI 2022 Measuring Data Leakage in Machine-Learning Models with Fisher Information (Extended Abstract) IJCAI 2022 Measuring Morphological Fusion Using Partial Information Decomposition COLING 2022 Minimax Regret on Patterns Using Kullback-Leibler Divergence Covering COLT 2022 Nearly Tight Convergence Bounds for Semi-discrete Entropic Optimal Transport AISTATS 2022 Near optimal efficient decoding from pooled data COLT 2022 On Leave-One-Out Conditional Mutual Information For Generalization NeurIPS 2022 On Linear Model with Markov Signal Priors AISTATS 2022 On the Complexity of Approximating Multimarginal Optimal Transport JMLR 2022 On the Role of Channel Capacity in Learning Gaussian Mixture Models COLT 2022 Optimal transport with f-divergence regularization and generalized Sinkhorn algorithm AISTATS 2022 Predicting Speech Intelligibility using the Spike Acativity Mutual Information Index Interspeech 2022 Principle of relevant information for graph sparsification UAI 2022 Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms COLT 2022 Rethinking Fano’s Inequality in Ensemble Learning ICML 2022 Shared knowledge in natural conversations: can entropy metrics shed light on information transfers? CoNLL 2022 Statistical and Computational Phase Transitions in Group Testing COLT 2022 Toward Instance-Optimal State Certification With Incoherent Measurements COLT 2022 Towards Empirical Sandwich Bounds on the Rate-Distortion Function ICLR 2022 Tweaking UD Annotations to Investigate the Placement of Determiners, Quantifiers and Numerals in the Noun Phrase NAACL 2022 A Bayesian Framework for Information-Theoretic Probing EMNLP 2021 Adversarial Training Reduces Information and Improves Transferability AAAI 2021 An Information-Theoretic Characterization of Morphological Fusion EMNLP 2021 An Information-Theoretic Framework for Unifying Active Learning Problems AAAI 2021