Regression

DataScience-Polimi at SemEval-2022 Task 8: Stacking Language Models to Predict News Article Similarity SemEval 2022 Data-splitting improves statistical performance in overparameterized regimes AISTATS 2022 Debiased Causal Tree: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding NeurIPS 2022 Debiased Distributed Learning for Sparse Partial Linear Models in High Dimensions JMLR 2022 Deciphering Environmental Air Pollution with Large Scale City Data IJCAI 2022 Deconvolutional Density Network: Modeling Free-Form Conditional Distributions AAAI 2022 DeepExtrema: A Deep Learning Approach for Forecasting Block Maxima in Time Series Data IJCAI 2022 DeepGPD: A Deep Learning Approach for Modeling Geospatio-Temporal Extreme Events AAAI 2022 Deep Multi-Fidelity Active Learning of High-Dimensional Outputs AISTATS 2022 Deep Network Approximation: Achieving Arbitrary Accuracy with Fixed Number of Neurons JMLR 2022 Deep Non-crossing Quantiles through the Partial Derivative AISTATS 2022 Deep Probability Estimation ICML 2022 Deep symbolic regression for recurrence prediction ICML 2022 Denoising and change point localisation in piecewise-constant high-dimensional regression coefficients AISTATS 2022 Derivative-Based Neural Modelling of Cumulative Distribution Functions for Survival Analysis AISTATS 2022 Derivatives and residual distribution of regularized M-estimators with application to adaptive tuning COLT 2022 Detecting Out-of-Distribution via an Unsupervised Uncertainty Estimation for Prostate Cancer Diagnosis MIDL 2022 Detection and Localization of Changes in Conditional Distributions NeurIPS 2022 Differentially Private Estimation of Heterogeneous Causal Effects CLeaR 2022 Differentially Private Generalized Linear Models Revisited NeurIPS 2022 Differentially private multi-party data release for linear regression UAI 2022 Differentially Private Regression with Unbounded Covariates AISTATS 2022 Distributed Bayesian Varying Coefficient Modeling Using a Gaussian Process Prior JMLR 2022 Distributed Learning of Conditional Quantiles in the Reproducing Kernel Hilbert Space NeurIPS 2022 Distributed Randomized Sketching Kernel Learning AAAI 2022