| Heterogeneous Exposures to Systematic and Idiosyncratic Risk across Crypto Assets: A Divide-and-Conquer Approach | Jun 26, 2025 | Variable Selection | —Unverified | 0 |
| On the ability of Deep Neural Networks to Learn Granger Causality in Multi-Variate Time Series Data | Jun 25, 2025 | Time SeriesVariable Selection | —Unverified | 0 |
| Bayesian Hybrid Machine Learning of Gallstone Risk | Jun 17, 2025 | Decision MakingHybrid Machine Learning | —Unverified | 0 |
| Gradient Boosting for Spatial Regression Models with Autoregressive Disturbances | Jun 16, 2025 | Model Selectionregression | —Unverified | 0 |
| On feature selection in double-imbalanced data settings: a Random Forest approach | Jun 12, 2025 | feature selectionVariable Selection | —Unverified | 0 |
| Knockoffs Inference under Privacy Constraints | Jun 11, 2025 | Variable Selection | —Unverified | 0 |
| Handling bounded response in high dimensions: a Horseshoe prior Bayesian Beta regression approach | May 28, 2025 | regressionVariable Selection | CodeCode Available | 0 |
| Stability Selection via Variable Decorrelation | May 27, 2025 | Variable Selection | CodeCode Available | 0 |
| A Unified Framework for Variable Selection in Model-Based Clustering with Missing Not at Random | May 25, 2025 | ClusteringComputational Efficiency | —Unverified | 0 |
| Generalization Guarantees for Learning Branch-and-Cut Policies in Integer Programming | May 16, 2025 | Sequential Decision MakingVariable Selection | —Unverified | 0 |
| Nonparametric learning of covariate-based Markov jump processes using RKHS techniques | May 6, 2025 | Variable Selection | —Unverified | 0 |
| CFD-Based Quantification of Hemodynamic Variables in Cerebral Aneurysms: How Hemodynamics Shape Aneurysm Fate | May 5, 2025 | Variable Selection | —Unverified | 0 |
| Conditional independence testing with a single realization of a multivariate nonstationary nonlinear time series | Apr 30, 2025 | Causal DiscoveryTime Series | —Unverified | 0 |
| Ridge partial correlation screening for ultrahigh-dimensional data | Apr 27, 2025 | regressionVariable Selection | —Unverified | 0 |
| Enhancing Variable Selection in Large-scale Logistic Regression: Leveraging Manual Labeling with Beneficial Noise | Apr 23, 2025 | Distributed ComputingVariable Selection | —Unverified | 0 |
| Transformer Learns Optimal Variable Selection in Group-Sparse Classification | Apr 11, 2025 | Variable Selection | —Unverified | 0 |
| High Dimensional Bayesian Optimization using Lasso Variable Selection | Apr 2, 2025 | Bayesian OptimizationComputational Efficiency | CodeCode Available | 0 |
| Causal Feature Learning in the Social Sciences | Mar 17, 2025 | Causal InferenceVariable Selection | CodeCode Available | 0 |
| Bayesian Cox model with graph-structured variable selection priors for multi-omics biomarker identification | Mar 17, 2025 | PrognosisSurvival Prediction | CodeCode Available | 0 |
| Spike-and-Slab Posterior Sampling in High Dimensions | Mar 4, 2025 | Variable Selection | —Unverified | 0 |
| Structural breaks detection and variable selection in dynamic linear regression via the Iterative Fused LASSO in high dimension | Feb 28, 2025 | Variable Selection | —Unverified | 0 |
| AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data Alignment | Feb 25, 2025 | Multi-Task LearningVariable Selection | CodeCode Available | 0 |
| Optimal Kernel Learning for Gaussian Process Models with High-Dimensional Input | Feb 23, 2025 | regressionVariable Selection | —Unverified | 0 |
| Variational empirical Bayes variable selection in high-dimensional logistic regression | Feb 14, 2025 | regressionVariable Selection | —Unverified | 0 |
| A Differentiable Rank-Based Objective For Better Feature Learning | Feb 13, 2025 | FairnessVariable Selection | —Unverified | 0 |
| Practically Effective Adjustment Variable Selection in Causal Inference | Feb 4, 2025 | Causal InferenceVariable Selection | —Unverified | 0 |
| Heteroscedastic Double Bayesian Elastic Net | Feb 4, 2025 | regressionVariable Selection | —Unverified | 0 |
| Knoop: Practical Enhancement of Knockoff with Over-Parameterization for Variable Selection | Jan 28, 2025 | regressionVariable Selection | —Unverified | 0 |
| Consistent support recovery for high-dimensional diffusions | Jan 28, 2025 | Variable Selection | —Unverified | 0 |
| Variable Selection Methods for Multivariate, Functional, and Complex Biomedical Data in the AI Age | Jan 12, 2025 | Additive modelsregression | —Unverified | 0 |
| Improved joint modelling of breast cancer radiomics features and hazard by image registration aided longitudinal CT data | Jan 12, 2025 | Image RegistrationLesion Detection | —Unverified | 0 |
| Mathematics of Digital Twins and Transfer Learning for PDE Models | Jan 11, 2025 | One-Shot LearningTransfer Learning | —Unverified | 0 |
| A Soft Sensor Method with Uncertainty-Awareness and Self-Explanation Based on Large Language Models Enhanced by Domain Knowledge Retrieval | Jan 6, 2025 | In-Context LearningSensor Modeling | —Unverified | 0 |
| A Graphical Approach to State Variable Selection in Off-policy Learning | Jan 1, 2025 | Causal InferenceDimensionality Reduction | —Unverified | 0 |
| Fréchet regression with implicit denoising and multicollinearity reduction | Dec 24, 2024 | Denoisingfeature selection | —Unverified | 0 |
| PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects | Dec 24, 2024 | regressionVariable Selection | —Unverified | 0 |
| Variable Selection for Comparing High-dimensional Time-Series Data | Dec 9, 2024 | Time SeriesVariable Selection | —Unverified | 0 |
| Proximal Iteration for Nonlinear Adaptive Lasso | Dec 7, 2024 | Variable Selection | CodeCode Available | 0 |
| Optimal Particle-based Approximation of Discrete Distributions (OPAD) | Nov 30, 2024 | Variable Selection | —Unverified | 0 |
| Iterative Reweighted Framework Based Algorithms for Sparse Linear Regression with Generalized Elastic Net Penalty | Nov 22, 2024 | Variable Selection | —Unverified | 0 |
| On the Selection Stability of Stability Selection and Its Applications | Nov 14, 2024 | Decision MakingVariable Selection | CodeCode Available | 0 |
| Variable Selection in Convex Piecewise Linear Regression | Nov 4, 2024 | regressionVariable Selection | —Unverified | 0 |
| Statistical Inference in Classification of High-dimensional Gaussian Mixture | Oct 25, 2024 | Variable Selection | —Unverified | 0 |
| Citywide Electric Vehicle Charging Demand Prediction Approach Considering Urban Region and Dynamic Influences | Oct 24, 2024 | Graph AttentionPrediction | —Unverified | 0 |
| Robust Variable Selection for High-dimensional Regression with Missing Data and Measurement Errors | Oct 22, 2024 | Variable Selection | —Unverified | 0 |
| Predictive Quantile Regression with High-Dimensional Predictors: The Variable Screening Approach | Oct 19, 2024 | quantile regressionregression | —Unverified | 0 |
| Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large p | Oct 17, 2024 | Benchmarkingregression | CodeCode Available | 0 |
| fastHDMI: Fast Mutual Information Estimation for High-Dimensional Data | Oct 14, 2024 | Computational EfficiencyMutual Information Estimation | —Unverified | 0 |
| Resource-Constrained Heuristic for Max-SAT | Oct 11, 2024 | Variable Selection | —Unverified | 0 |
| Generalized Sparse Additive Model with Unknown Link Function | Oct 8, 2024 | Additive modelsBilevel Optimization | —Unverified | 0 |