Regression

On Model Selection Consistency of Lasso for High-Dimensional Ising Models AISTATS 2023 On Modular Learning of Distributed Systems for Predicting End-to-End Latency NSDI 2023 On Single-Index Models beyond Gaussian Data NeurIPS 2023 On the Asymptotic Learning Curves of Kernel Ridge Regression under Power-law Decay NeurIPS 2023 On the Convergence of CART under Sufficient Impurity Decrease Condition NeurIPS 2023 On the Estimation of Derivatives Using Plug-in Kernel Ridge Regression Estimators JMLR 2023 On the Identifiability and Estimation of Causal Location-Scale Noise Models ICML 2023 On the Interplay Between Misspecification and Sub-optimality Gap in Linear Contextual Bandits ICML 2023 On the Optimality of Misspecified Kernel Ridge Regression ICML 2023 Open Problem: Learning sparse linear concepts by priming the features COLT 2023 Operator Learning with Neural Fields: Tackling PDEs on General Geometries NeurIPS 2023 Optimal Activation Functions for the Random Features Regression Model ICLR 2023 Optimal Convergence Rates for Agnostic Nyström Kernel Learning ICML 2023 Optimal Excess Risk Bounds for Empirical Risk Minimization on p-Norm Linear Regression NeurIPS 2023 Optimal Nonlinearities Improve Generalization Performance of Random Features ACML 2023 Optimal Online Generalized Linear Regression with Stochastic Noise and Its Application to Heteroscedastic Bandits ICML 2023 Optimal Sketching Bounds for Sparse Linear Regression AISTATS 2023 Optimal Sparse Regression Trees AAAI 2023 Optimal Unbiased Randomizers for Regression with Label Differential Privacy NeurIPS 2023 Optimization-driven Demand Prediction Framework for Suburban Dynamic Demand-Responsive Transport Systems IJCAI 2023 Ord2Seq: Regarding Ordinal Regression as Label Sequence Prediction ICCV 2023 Ordinal Label Distribution Learning ICCV 2023 Over-parameterized Deep Nonparametric Regression for Dependent Data with Its Applications to Reinforcement Learning JMLR 2023 Overparameterized Random Feature Regression with Nearly Orthogonal Data AISTATS 2023 Parameterized Cost Volume for Stereo Matching ICCV 2023