Mathematics & Optimization

Emergence of Invariance and Disentanglement in Deep Representations JMLR 2018 Empirical bounds for functions with weak interactions COLT 2018 Engineering Graph Features via Network Functional Blocks IJCAI 2018 Enhancing the Accuracy and Fairness of Human Decision Making NeurIPS 2018 Entropy Rate Estimation for Markov Chains with Large State Space NeurIPS 2018 Epoch Extraction from Pathological Children Speech Using Single Pole Filtering Approach Interspeech 2018 Error Estimation for Randomized Least-Squares Algorithms via the Bootstrap ICML 2018 Escaping Saddle Points in Constrained Optimization NeurIPS 2018 Estimating Latent People Flow without Tracking Individuals IJCAI 2018 Estimation of Graphical Models through Structured Norm Minimization JMLR 2018 Estimation of Markov Chain via Rank-Constrained Likelihood ICML 2018 Estimation of the Vocal Tract Length of Vowel Sounds Based on the Frequency of the Significant Spectral Valley Interspeech 2018 Estimation with Incomplete Data: The Linear Case IJCAI 2018 Estimators for Multivariate Information Measures in General Probability Spaces NeurIPS 2018 Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks NeurIPS 2018 Evolution-Guided Policy Gradient in Reinforcement Learning NeurIPS 2018 Exact Algorithms and Complexity of Kidney Exchange IJCAI 2018 Exact and Robust Conformal Inference Methods for Predictive Machine Learning with Dependent Data COLT 2018 Exact Low Tubal Rank Tensor Recovery from Gaussian Measurements IJCAI 2018 Expectation-Maximization Algorithms for Itakura-Saito Nonnegative Matrix Factorization Interspeech 2018 Expectation Optimization with Probabilistic Guarantees in POMDPs with Discounted-Sum Objectives IJCAI 2018 Experimental Design for Cost-Aware Learning of Causal Graphs NeurIPS 2018 Experimental Design under the Bradley-Terry Model IJCAI 2018 Exploiting Graph Regularized Multi-dimensional Hawkes Processes for Modeling Events with Spatio-temporal Characteristics IJCAI 2018 Exploiting Stochasticity for the Control of Transitions in Gyre Flows RSS 2018