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Regression

4964 directly classified papers

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Papers

Linear bandits with polylogarithmic minimax regret COLT 2024
Robust Non-linear Normalization of Heterogeneous Feature Distributions with Adaptive Tanh-Estimators AISTATS 2024
Computational-Statistical Gaps for Improper Learning in Sparse Linear Regression COLT 2024
Physics-informed machine learning as a kernel method COLT 2024
Insufficient Statistics Perturbation: Stable Estimators for Private Least Squares Extended Abstract COLT 2024
Minimax Linear Regression under the Quantile Risk COLT 2024
Robust Nonparametric Regression under Poisoning Attack AAAI 2024
Universal Rates for Regression: Separations between Cut-Off and Absolute Loss COLT 2024
On Convex Optimization with Semi-Sensitive Features COLT 2024
On Tail Decay Rate Estimation of Loss Function Distributions JMLR 2024
Vector Quantile Regression on Manifolds AISTATS 2024
Piecewise regression via mixed-integer programming for MPC L4DC 2024
From Data Imputation to Data Cleaning — Automated Cleaning of Tabular Data Improves Downstream Predictive Performance AISTATS 2024
Learning Diffusions under Uncertainty AAAI 2024
Logistic Regression Under Network Dependence JMLR 2024
Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction AAAI 2024
Learning “look-ahead” nonlocal traffic dynamics in a ring road L4DC 2024
Adaptive neural network based control approach for building energy control under changing environmental conditions L4DC 2024
Choosing the p in Lp Loss: Adaptive Rates for Symmetric Mean Estimation COLT 2024
Sharp error bounds for imbalanced classification: how many examples in the minority class? AISTATS 2024
Conformalized Deep Splines for Optimal and Efficient Prediction Sets AISTATS 2024
On the Misspecification of Linear Assumptions in Synthetic Controls AISTATS 2024
Attention-Based Models for Snow-Water Equivalent Prediction AAAI 2024
A Novel Approach for Longitudinal Modeling of Aging Health and Predicting Mortality Rates AAAI 2024
A Recipe for Charge Density Prediction NIPS 2024