Information Theory

An Information-Theoretic Framework for Unifying Active Learning Problems AAAI 2021 A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations ACL 2021 Asymptotically Optimal Information-Directed Sampling COLT 2021 Coarse-To-Fine Person Re-Identification With Auxiliary-Domain Classification and Second-Order Information Bottleneck CVPR 2021 Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation AAAI 2021 CPR: Classifier-Projection Regularization for Continual Learning ICLR 2021 Deciding What to Learn: A Rate-Distortion Approach ICML 2021 Decomposed Mutual Information Estimation for Contrastive Representation Learning ICML 2021 Dimension-free empirical entropy estimation NeurIPS 2021 Efficient Empowerment Estimation for Unsupervised Stabilization ICLR 2021 Estimating informativeness of samples with Smooth Unique Information ICLR 2021 Estimating the Unique Information of Continuous Variables NeurIPS 2021 Farewell to Mutual Information: Variational Distillation for Cross-Modal Person Re-Identification CVPR 2021 Finding Relevant Information via a Discrete Fourier Expansion ICML 2021 Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis NeurIPS 2021 Graph Entropy Guided Node Embedding Dimension Selection for Graph Neural Networks IJCAI 2021 Improved Mutual Information Estimation AAAI 2021 Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding ICML 2021 Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis EMNLP 2021 Information Laundering for Model Privacy ICLR 2021 Information-theoretic generalization bounds for black-box learning algorithms NeurIPS 2021 Information-Theoretic Regularization for Multi-Source Domain Adaptation ICCV 2021 InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training NAACL 2021 Learning Smooth and Fair Representations AISTATS 2021 Maximum Mean Discrepancy Test is Aware of Adversarial Attacks ICML 2021