Regression

Robustly Learning Monotone Generalized Linear Models via Data Augmentation COLT 2025 Robustness Auditing for Linear Regression: To Singularity and Beyond ICLR 2025 ROTI-GCV: Generalized Cross-Validation for right-ROTationally Invariant Data AISTATS 2025 Sample Complexity of Linear Regression Models for Opinion Formation in Networks AAAI 2025 SAMRefiner: Taming Segment Anything Model for Universal Mask Refinement ICLR 2025 Scene-agnostic Pose Regression for Visual Localization CVPR 2025 Selective Inference with Distributed Data JMLR 2025 Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout Scenarios AAAI 2025 Self-State Evidence Extraction and Well-Being Prediction from Social Media Timelines NAACL 2025 Semantic-guided Camera Ray Regression for Visual Localization ICCV 2025 Semiparametric conformal prediction AISTATS 2025 Sharp Generalization for Nonparametric Regression by Over-Parameterized Neural Networks: A Distribution-Free Analysis in Spherical Covariate ICML 2025 SimpleTM: A Simple Baseline for Multivariate Time Series Forecasting ICLR 2025 Sketching in High-Dimensional Regression With Big Data Using Gaussian Scale Mixture Priors JMLR 2025 Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025 Spatio-temporal Prototype-based Hierarchical Learning for OD Demand Prediction IJCAI 2025 Specializing Large Language Models to Simulate Survey Response Distributions for Global Populations NAACL 2025 Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization ICML 2025 Stanford MLab at SemEval-2025 Task 11: Track B–Emotion Intensity Detection SemEval 2025 Stochastic Online Instrumental Variable Regression: Regrets for Endogeneity and Bandit Feedback AAAI 2025 Strategyproof Learning with Advice ALT 2025 Stroke Patches: Customizable Artistic Image Styling Using Regression NeurIPS 2025 Strong Screening Rules for Group-based SLOPE Models AISTATS 2025 Structural Reward Model: Enhancing Interpretability, Efficiency, and Scalability in Reward Modeling EMNLP 2025 Substitute Adjustment via Recovery of Latent Variables JMLR 2025