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Information Theory

495 directly classified papers

Papers per year

Papers

Does the Geometry of the Data Control the Geometry of Neural Predictions? (Student Abstract) AAAI 2022
Tweaking UD Annotations to Investigate the Placement of Determiners, Quantifiers and Numerals in the Noun Phrase NAACL 2022
A time-resolved theory of information encoding in recurrent neural networks NIPS 2022
Improving Subgraph Recognition With Variational Graph Information Bottleneck CVPR 2022
Increasing Visual Awareness in Multimodal Neural Machine Translation from an Information Theoretic Perspective EMNLP 2022
Improved Induction of Narrative Chains via Cross-Document Relations NAACL 2022
On the Complexity of Approximating Multimarginal Optimal Transport JMLR 2022
Shared knowledge in natural conversations: can entropy metrics shed light on information transfers? EMNLP 2022
(f,Gamma)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics JMLR 2022
Data-Derived Weak Universal Consistency JMLR 2022
Minimax Regret on Patterns Using Kullback-Leibler Divergence Covering COLT 2022
Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms COLT 2022
On Leave-One-Out Conditional Mutual Information For Generalization NIPS 2022
On the Role of Channel Capacity in Learning Gaussian Mixture Models COLT 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
Information bottleneck theory of high-dimensional regression: relevancy, efficiency and optimality NIPS 2022
C2DN: How to Harness Erasure Codes at the Edge for Efficient Content Delivery NSDI 2022
Improving Adversarial Robustness via Mutual Information Estimation ICML 2022
Principle of relevant information for graph sparsification UAI 2022
Effective Dimension in Bandit Problems under Censorship NIPS 2022
Predicting Speech Intelligibility using the Spike Acativity Mutual Information Index INTERSPEECH 2022
Beyond Images: Label Noise Transition Matrix Estimation for Tasks with Lower-Quality Features ICML 2022
Joint Entropy Search For Maximally-Informed Bayesian Optimization NIPS 2022
Cheat Codes to Quantify Missing Source Information in Neural Machine Translation NAACL 2022