| Optimal Distributed Learning with Multi-pass Stochastic Gradient Methods | Jul 1, 2018 | regression | —Unverified | 0 |
| Accurate Uncertainties for Deep Learning Using Calibrated Regression | Jul 1, 2018 | Deep LearningModel-based Reinforcement Learning | CodeCode Available | 0 |
| Nonconvex Optimization for Regression with Fairness Constraints | Jul 1, 2018 | AttributeFairness | CodeCode Available | 0 |
| The Well-Tempered Lasso | Jul 1, 2018 | regression | —Unverified | 0 |
| CRVI: Convex Relaxation for Variational Inference | Jul 1, 2018 | Inference Optimizationregression | —Unverified | 0 |
| An Iterative, Sketching-based Framework for Ridge Regression | Jul 1, 2018 | regression | —Unverified | 0 |
| Nonparametric Regression with Comparisons: Escaping the Curse of Dimensionality with Ordinal Information | Jul 1, 2018 | regression | —Unverified | 0 |
| Leveraging Well-Conditioned Bases: Streaming and Distributed Summaries in Minkowski p-Norms | Jul 1, 2018 | regression | —Unverified | 0 |
| Probabilistic Bisection with Spatial Metamodels | Jun 30, 2018 | Active LearningGaussian Processes | —Unverified | 0 |
| Fully Nonparametric Bayesian Additive Regression Trees | Jun 29, 2018 | regressionUncertainty Quantification | —Unverified | 0 |
| Spatiotemporal Prediction of Ambulance Demand using Gaussian Process Regression | Jun 28, 2018 | GPRPrediction | —Unverified | 0 |
| Single Index Latent Variable Models for Network Topology Inference | Jun 28, 2018 | regression | —Unverified | 0 |
| Contextual bandits with surrogate losses: Margin bounds and efficient algorithms | Jun 28, 2018 | Multi-Armed Banditsregression | —Unverified | 0 |
| Uncoupled isotonic regression via minimum Wasserstein deconvolution | Jun 27, 2018 | regression | —Unverified | 0 |
| Comment on: Decomposition of structural learning about directed acyclic graphs [1] | Jun 27, 2018 | regression | —Unverified | 0 |
| Scalable Gaussian Process Inference with Finite-data Mean and Variance Guarantees | Jun 26, 2018 | Gaussian Processesregression | —Unverified | 0 |
| Dropout-based Active Learning for Regression | Jun 26, 2018 | Active Learningregression | —Unverified | 0 |
| Boulevard: Regularized Stochastic Gradient Boosted Trees and Their Limiting Distribution | Jun 26, 2018 | regression | CodeCode Available | 0 |
| Manifold Structured Prediction | Jun 26, 2018 | Predictionregression | —Unverified | 0 |
| Conditional Sparse _p-norm Regression With Optimal Probability | Jun 26, 2018 | regression | —Unverified | 0 |
| EMPHASIS: An Emotional Phoneme-based Acoustic Model for Speech Synthesis System | Jun 26, 2018 | Emotional Speech SynthesisParameter Prediction | —Unverified | 0 |
| On monitoring development indicators using high resolution satellite images | Jun 25, 2018 | regressionVocal Bursts Intensity Prediction | —Unverified | 0 |
| Does data interpolation contradict statistical optimality? | Jun 25, 2018 | Predictionregression | —Unverified | 0 |
| Person Re-Identification in Identity Regression Space | Jun 25, 2018 | BenchmarkingIncremental Learning | —Unverified | 0 |
| Overlapping Sliced Inverse Regression for Dimension Reduction | Jun 23, 2018 | Dimensionality Reductionregression | —Unverified | 0 |