Regression

No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs ICLR 2025 Nonlinear functional regression by functional deep neural network with kernel embedding JMLR 2025 Nonlinear transformers can perform inference-time feature learning ICML 2025 Not Every Metric is Equal: Cognitive Models for Predicting N400 and P600 Components During Reading Comprehension COLING 2025 On Differential Privacy for Adaptively Solving Search Problems via Sketching ICML 2025 Online Differentially Private Conformal Prediction for Uncertainty Quantification ICML 2025 Online Quantile Regression JMLR 2025 On Model Identification and Out-of-Sample Prediction of PCR with Applications to Synthetic Controls JMLR 2025 On the Benefits of Active Data Collection in Operator Learning ICML 2025 On the Robust Approximation of ASR Metrics ACL 2025 On Volume Minimization in Conformal Regression ICML 2025 OpenCarbon: A Contrastive Learning-based Cross-Modality Neural Approach for High-Resolution Carbon Emission Prediction Using Open Data IJCAI 2025 Open-CK: A Large Multi-Physics Fields Coupling benchmarks in Combustion Kinetics ICLR 2025 Open Problem: Data Selection for Regression Tasks COLT 2025 Optimal Denoising in Score-Based Generative Models: The Role of Data Regularity JMLR 2025 Optimal Functional Bilinear Regression with Two-dimensional Functional Covariates via Reproducing Kernel Hilbert Space JMLR 2025 Optimality and Adaptivity of Deep Neural Features for Instrumental Variable Regression ICLR 2025 Optimal Rates of Kernel Ridge Regression under Source Condition in Large Dimensions JMLR 2025 Optimal subsampling for high-dimensional partially linear models via machine learning methods JMLR 2025 Optimal transport-based conformal prediction ICML 2025 Oscillatory State-Space Models ICLR 2025 Outlier Robust and Sparse Estimation of Linear Regression Coefficients JMLR 2025 Pareto-Optimal Fronts for Benchmarking Symbolic Regression Algorithms ICML 2025 ParFam -- (Neural Guided) Symbolic Regression via Continuous Global Optimization ICLR 2025 PCAN: A Pandemic-Compatible Attentive Neural Network for Retail Sales Forecasting IJCAI 2025