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Regression

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Papers

Controlled Differential Equations on Long Sequences via Non-standard Wavelets ICML 2023
Are Gaussian Data All You Need? The Extents and Limits of Universality in High-Dimensional Generalized Linear Estimation ICML 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift ICML 2023
JAWS-X: Addressing Efficiency Bottlenecks of Conformal Prediction Under Standard and Feedback Covariate Shift ICML 2023
A New PHO-rmula for Improved Performance of Semi-Structured Networks ICML 2023
Constrained Monotonic Neural Networks ICML 2023
A Nearly-Optimal Bound for Fast Regression with $\ell_∞$ Guarantee ICML 2023
Tensor Gaussian Process with Contraction for Multi-Channel Imaging Analysis ICML 2023
Deep Regression Unlearning ICML 2023
Representer Point Selection for Explaining Regularized High-dimensional Models ICML 2023
Causal Isotonic Calibration for Heterogeneous Treatment Effects ICML 2023
Tilted Sparse Additive Models ICML 2023
Solving High-Dimensional PDEs with Latent Spectral Models ICML 2023
Stable Estimation of Heterogeneous Treatment Effects ICML 2023
Distributional Offline Policy Evaluation with Predictive Error Guarantees ICML 2023
Finite-Sample Analysis of Learning High-Dimensional Single ReLU Neuron ICML 2023
Sequential Predictive Conformal Inference for Time Series ICML 2023
Conformal Prediction with Missing Values ICML 2023
Effective Minkowski Dimension of Deep Nonparametric Regression: Function Approximation and Statistical Theories 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
Optimal Online Generalized Linear Regression with Stochastic Noise and Its Application to Heteroscedastic Bandits ICML 2023
Revisiting Bellman Errors for Offline Model Selection ICML 2023
A Comparative Study of Ranking Formulas Based on Consistency IJCAI 2023
Building Concise Logical Patterns by Constraining Tsetlin Machine Clause Size IJCAI 2023