| The Backbone Method for Ultra-High Dimensional Sparse Machine Learning | Jun 11, 2020 | BIG-bench Machine Learningregression | —Unverified | 0 |
| Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization | Jun 11, 2020 | regression | —Unverified | 0 |
| Asymptotics of Ridge (less) Regression under General Source Condition | Jun 11, 2020 | regression | —Unverified | 0 |
| Uncovering the Underlying Physics of Degrading System Behavior Through a Deep Neural Network Framework: The Case of Remaining Useful Life Prognosis | Jun 10, 2020 | ManagementPrognosis | —Unverified | 0 |
| Robustified Multivariate Regression and Classification Using Distributionally Robust Optimization under the Wasserstein Metric | Jun 10, 2020 | General Classificationregression | —Unverified | 0 |
| Deterministic Gaussian Averaged Neural Networks | Jun 10, 2020 | Adversarial Robustnessregression | CodeCode Available | 0 |
| 3D Human Mesh Regression with Dense Correspondence | Jun 10, 2020 | 3D Human Pose Estimation3D Human Reconstruction | CodeCode Available | 1 |
| Distribution Regression for Sequential Data | Jun 10, 2020 | regressionTime Series | —Unverified | 0 |
| Gaussian Gated Linear Networks | Jun 10, 2020 | DenoisingDensity Estimation | CodeCode Available | 0 |
| On the Optimal Weighted _2 Regularization in Overparameterized Linear Regression | Jun 10, 2020 | regression | —Unverified | 0 |
| On Coresets For Regularized Regression | Jun 9, 2020 | regression | CodeCode Available | 0 |
| A Random Matrix Analysis of Random Fourier Features: Beyond the Gaussian Kernel, a Precise Phase Transition, and the Corresponding Double Descent | Jun 9, 2020 | regression | —Unverified | 0 |
| Coresets for Near-Convex Functions | Jun 9, 2020 | regressionSensitivity | —Unverified | 0 |
| Vocal markers from sustained phonation in Huntington's Disease | Jun 9, 2020 | regression | CodeCode Available | 1 |
| SALD: Sign Agnostic Learning with Derivatives | Jun 9, 2020 | 3D geometryregression | CodeCode Available | 1 |
| Parameter Optimization for Learning-based Control of Control-Affine Systems | Jun 8, 2020 | regression | —Unverified | 0 |
| Learning Constrained Dynamics with Gauss' Principle adhering Gaussian Processes | Jun 8, 2020 | Gaussian Processesregression | CodeCode Available | 0 |
| L1-GP: L1 Adaptive Control with Bayesian Learning | Jun 8, 2020 | GPRregression | —Unverified | 0 |
| Interpretable Classification of Bacterial Raman Spectra with Knockoff Wavelets | Jun 8, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Variational Variance: Simple, Reliable, Calibrated Heteroscedastic Noise Variance Parameterization | Jun 8, 2020 | regression | CodeCode Available | 1 |
| Survival regression with accelerated failure time model in XGBoost | Jun 8, 2020 | ManagementMarketing | CodeCode Available | 0 |
| Motion Prediction using Trajectory Sets and Self-Driving Domain Knowledge | Jun 8, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Double Descent Risk and Volume Saturation Effects: A Geometric Perspective | Jun 8, 2020 | Model Selectionregression | —Unverified | 0 |
| Unstructured Road Vanishing Point Detection Using the Convolutional Neural Network and Heatmap Regression | Jun 8, 2020 | Autonomous Drivingregression | —Unverified | 0 |
| SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds | Jun 7, 2020 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| Learning Convex Optimization Models | Jun 7, 2020 | regression | CodeCode Available | 2 |
| Sparse learning with CART | Jun 7, 2020 | regressionSparse Learning | —Unverified | 0 |
| A precise machine learning aided algorithm for land subsidence or upheave prediction from GNSS time series | Jun 6, 2020 | BIG-bench Machine LearningGaussian Processes | —Unverified | 0 |
| Frank-Wolfe optimization for deep networks | Jun 6, 2020 | regression | —Unverified | 0 |
| Coresets via Bilevel Optimization for Continual Learning and Streaming | Jun 6, 2020 | Bilevel OptimizationContinual Learning | CodeCode Available | 1 |
| Learning from Non-Random Data in Hilbert Spaces: An Optimal Recovery Perspective | Jun 5, 2020 | regression | —Unverified | 0 |
| The Expected Jacobian Outerproduct: Theory and Empirics | Jun 5, 2020 | Metric Learningregression | —Unverified | 0 |
| Triple descent and the two kinds of overfitting: Where & why do they appear? | Jun 5, 2020 | regression | CodeCode Available | 0 |
| Bayesian Neural Network via Stochastic Gradient Descent | Jun 4, 2020 | regressionVariational Inference | —Unverified | 0 |
| Inject Machine Learning into Significance Test for Misspecified Linear Models | Jun 4, 2020 | BIG-bench Machine Learningregression | —Unverified | 0 |
| On the Minimax Optimality of the EM Algorithm for Learning Two-Component Mixed Linear Regression | Jun 4, 2020 | regression | —Unverified | 0 |
| Height estimation from single aerial images using a deep ordinal regression network | Jun 4, 2020 | Change DetectionManagement | —Unverified | 0 |
| Quadruply Stochastic Gaussian Processes | Jun 4, 2020 | Gaussian Processesregression | CodeCode Available | 1 |
| Median regression with differential privacy | Jun 4, 2020 | Privacy Preservingregression | —Unverified | 0 |
| A New Look to Three-Factor Fama-French Regression Model using Sample Innovations | Jun 3, 2020 | Econometricsregression | —Unverified | 0 |
| Autonomous Materials Discovery Driven by Gaussian Process Regression with Inhomogeneous Measurement Noise and Anisotropic Kernels | Jun 3, 2020 | Decision MakingGPR | —Unverified | 0 |
| Convex Regression in Multidimensions: Suboptimality of Least Squares Estimators | Jun 3, 2020 | regression | —Unverified | 0 |
| Hybrid Learning Aided Inactive Constraints Filtering Algorithm to Enhance AC OPF Solution Time | Jun 2, 2020 | regression | —Unverified | 0 |
| On the Equivalence between Online and Private Learnability beyond Binary Classification | Jun 2, 2020 | Binary ClassificationClassification | —Unverified | 0 |
| Approximation Guarantees of Local Search Algorithms via Localizability of Set Functions | Jun 2, 2020 | Combinatorial Optimizationregression | —Unverified | 0 |
| Explaining the distribution of energy consumption at slow charging infrastructure for electric vehicles from socio-economic data | Jun 2, 2020 | regressionVariable Selection | —Unverified | 0 |
| On the Estimation of Derivatives Using Plug-in Kernel Ridge Regression Estimators | Jun 2, 2020 | Gaussian Processesregression | CodeCode Available | 0 |
| New robust inference for predictive regressions | Jun 1, 2020 | regression | —Unverified | 0 |
| HAMBox: Delving Into Mining High-Quality Anchors on Face Detection | Jun 1, 2020 | Face DetectionMulti-Task Learning | —Unverified | 0 |
| RetinaFace: Single-Shot Multi-Level Face Localisation in the Wild | Jun 1, 2020 | 3D Face ReconstructionFace Alignment | CodeCode Available | 2 |