Regression

A Variance-Reduced and Stabilized Proximal Stochastic Gradient Method with Support Identification Guarantees for Structured Optimization AISTATS 2023 Average Adjusted Association: Efficient Estimation with High Dimensional Confounders AISTATS 2023 Average case analysis of Lasso under ultra sparse conditions AISTATS 2023 Back to MLP: A Simple Baseline for Human Motion Prediction WACV 2023 Bagging in overparameterized learning: Risk characterization and risk monotonization JMLR 2023 Balanced Off-Policy Evaluation for Personalized Pricing AISTATS 2023 Bayes beats Cross Validation: Efficient and Accurate Ridge Regression via Expectation Maximization NeurIPS 2023 Bayesian Variable Selection in a Million Dimensions AISTATS 2023 Benchmark of Machine Learning Force Fields for Semiconductor Simulations: Datasets, Metrics, and Comparative Analysis NeurIPS 2023 Benefits of monotonicity in safe exploration with Gaussian processes UAI 2023 Benign overfitting in ridge regression JMLR 2023 Benign Overfitting of Constant-Stepsize SGD for Linear Regression JMLR 2023 Better Private Linear Regression Through Better Private Feature Selection NeurIPS 2023 Beyond the Pixel: a Photometrically Calibrated HDR Dataset for Luminance and Color Prediction ICCV 2023 Biases in Evaluation of Molecular Optimization Methods and Bias Reduction Strategies ICML 2023 BioMassters: A Benchmark Dataset for Forest Biomass Estimation using Multi-modal Satellite Time-series NeurIPS 2023 Boosted Off-Policy Learning AISTATS 2023 Building Concise Logical Patterns by Constraining Tsetlin Machine Clause Size IJCAI 2023 Calibrated Multiple-Output Quantile Regression with Representation Learning JMLR 2023 Calibration by Distribution Matching: Trainable Kernel Calibration Metrics NeurIPS 2023 Can Learning Deteriorate Control? Analyzing Computational Delays in Gaussian Process-Based Event-Triggered Online Learning L4DC 2023 Causal Isotonic Calibration for Heterogeneous Treatment Effects ICML 2023 Causal Matrix Completion COLT 2023 CKingCoder at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis SemEval 2023 ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation NeurIPS 2023