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Regression

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Papers

Federated Functional Gradient Boosting AISTATS 2022
Deep Non-crossing Quantiles through the Partial Derivative AISTATS 2022
Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting AISTATS 2022
On Coresets for Fair Regression and Individually Fair Clustering AISTATS 2022
A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds AISTATS 2022
Efficient and passive learning of networked dynamical systems driven by non-white exogenous inputs AISTATS 2022
Data-splitting improves statistical performance in overparameterized regimes AISTATS 2022
Multivariate Quantile Function Forecaster AISTATS 2022
The role of optimization geometry in single neuron learning AISTATS 2022
Implicit Parameter-free Online Learning with Truncated Linear Models ALT 2022
Polynomial-Time Sum-of-Squares Can Robustly Estimate Mean and Covariance of Gaussians Optimally ALT 2022
Improved rates for prediction and identification of partially observed linear dynamical systems ALT 2022
Asymptotic Degradation of Linear Regression Estimates with Strategic Data Sources ALT 2022
Predictive State Propensity Subclassification (PSPS): A causal inference algorithm for data-driven propensity score stratification CLEAR 2022
Non-parametric Inference Adaptive to Intrinsic Dimension CLEAR 2022
Differentially Private Estimation of Heterogeneous Causal Effects CLEAR 2022
Revisiting Statistical Laws of Semantic Shift in Romance Cognates COLING 2022
From Polarity to Intensity: Mining Morality from Semantic Space COLING 2022
Automated Essay Scoring via Pairwise Contrastive Regression COLING 2022
Summarization of Long Input Texts Using Multi-Layer Neural Network COLING 2022
Computational Detection of Narrativity: A Comparison Using Textual Features and Reader Response COLING 2022
Which One Is More Toxic? Findings from Jigsaw Rate Severity of Toxic Comments COLING 2022
Does partial pretranslation can improve low ressourced-languages pairs? COLING 2022
On the Benefits of Large Learning Rates for Kernel Methods COLT 2022
The Implicit Bias of Benign Overfitting COLT 2022