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Regression

4,964 papers

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Papers

Misspecified Phase Retrieval with Generative Priors NIPS 2022
Size and depth of monotone neural networks: interpolation and approximation NIPS 2022
Debiased Causal Tree: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding NIPS 2022
Asymptotic Properties for Bayesian Neural Network in Besov Space NIPS 2022
Feature Learning in $L_2$-regularized DNNs: Attraction/Repulsion and Sparsity NIPS 2022
Physics-Informed Implicit Representations of Equilibrium Network Flows NIPS 2022
Censored Quantile Regression Neural Networks for Distribution-Free Survival Analysis NIPS 2022
Consistent Sufficient Explanations and Minimal Local Rules for explaining the decision of any classifier or regressor NIPS 2022
High-dimensional Additive Gaussian Processes under Monotonicity Constraints NIPS 2022
Log-Linear-Time Gaussian Processes Using Binary Tree Kernels NIPS 2022
Private Isotonic Regression NIPS 2022
Statistical Learning and Inverse Problems: A Stochastic Gradient Approach NIPS 2022
Learning single-index models with shallow neural networks NIPS 2022
Information bottleneck theory of high-dimensional regression: relevancy, efficiency and optimality NIPS 2022
Distribution-Informed Neural Networks for Domain Adaptation Regression NIPS 2022
End-to-end Symbolic Regression with Transformers NIPS 2022
Temporally-Consistent Survival Analysis NIPS 2022
Learning Distributions Generated by Single-Layer ReLU Networks in the Presence of Arbitrary Outliers NIPS 2022
Hierarchical Lattice Layer for Partially Monotone Neural Networks NIPS 2022
Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees NIPS 2022
Distributed Learning of Conditional Quantiles in the Reproducing Kernel Hilbert Space NIPS 2022
LIFT: Language-Interfaced Fine-Tuning for Non-language Machine Learning Tasks NIPS 2022
QueryPose: Sparse Multi-Person Pose Regression via Spatial-Aware Part-Level Query NIPS 2022
Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions NIPS 2022
Sparse Interaction Additive Networks via Feature Interaction Detection and Sparse Selection NIPS 2022