Information Theory

Compressing Neural Networks using the Variational Information Bottleneck ICML 2018 Constant Regret, Generalized Mixability, and Mirror Descent NeurIPS 2018 Contextual Pricing for Lipschitz Buyers NeurIPS 2018 Contour location via entropy reduction leveraging multiple information sources NeurIPS 2018 Detecting Correlations with Little Memory and Communication COLT 2018 Dimension-free Information Concentration via Exp-Concavity ALT 2018 Emergence of Invariance and Disentanglement in Deep Representations JMLR 2018 Entropy Rate Estimation for Markov Chains with Large State Space NeurIPS 2018 Estimators for Multivariate Information Measures in General Probability Spaces NeurIPS 2018 Extracting Morphophonology from Small Corpora EMNLP 2018 Fundamental Limits of Weak Recovery with Applications to Phase Retrieval COLT 2018 Gaussian Lower Bound for the Information Bottleneck Limit JMLR 2018 Generating Informative and Diverse Conversational Responses via Adversarial Information Maximization NeurIPS 2018 Geometric Lower Bounds for Distributed Parameter Estimation under Communication Constraints COLT 2018 Information Theoretic Guarantees for Empirical Risk Minimization with Applications to Model Selection and Large-Scale Optimization ICML 2018 Information-theoretic Limits for Community Detection in Network Models NeurIPS 2018 Integration complexity and the order of cosisters EMNLP 2018 Learners that Use Little Information ALT 2018 Legendre Decomposition for Tensors NeurIPS 2018 Mutual Information Neural Estimation ICML 2018 Non-parametric estimation of Jensen-Shannon Divergence in Generative Adversarial Network training AISTATS 2018 Optimal Quantum Sample Complexity of Learning Algorithms JMLR 2018 Oral-Motor and Lexical Diversity During Naturalistic Conversations in Adults with Autism Spectrum Disorder NAACL 2018 Power-law efficient neural codes provide general link between perceptual bias and discriminability NeurIPS 2018 Quotient Normalized Maximum Likelihood Criterion for Learning Bayesian Network Structures AISTATS 2018