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heteroscedastic regression

22 papers

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Also known as

HR

Co-occurring keywords

uncertainty quantification (1393) gaussian process (1200) neural network (6616) quantile regression (95) variational inference (2069) weighted least square (11) aleatoric uncertainty (109) variance estimation (46) gaussian process regression (133) expectation propagation (86)

Papers

Uncertainty-Aware Trajectory Prediction via Rule-Regularized Heteroscedastic Deep Classification RSS 2025
SPEED: Experimental Design for Policy Evaluation in Linear Heteroscedastic Bandits AISTATS 2024
Uncertainty-Aware Mean Opinion Score Prediction INTERSPEECH 2024
Faithful Heteroscedastic Regression with Neural Networks AISTATS 2023
Fast Expectation Propagation for Heteroscedastic, Lasso-Penalized, and Quantile Regression JMLR 2023
Semi-Supervised Deep Regression with Uncertainty Consistency and Variational Model Ensembling via Bayesian Neural Networks AAAI 2023
Effective Bayesian Heteroscedastic Regression with Deep Neural Networks NIPS 2023
Near Optimal Heteroscedastic Regression with Symbiotic Learning COLT 2023
Disentangling Uncertainty in Machine Translation Evaluation EMNLP 2022
Selective Dyna-Style Planning Under Limited Model Capacity ICML 2020
Uncertainty-Aware Lookahead Factor Models for Quantitative Investing ICML 2020
Non-parametric Models for Non-negative Functions NIPS 2020
Conformalized Quantile Regression NIPS 2019
Nonparametric Sharpe Ratio Function Estimation in Heteroscedastic Regression Models via Convex Optimization AISTATS 2018
Generalized Concomitant Multi-Task Lasso for Sparse Multimodal Regression AISTATS 2018
Active Heteroscedastic Regression ICML 2017
Heteroscedastic Sequences: Beyond Gaussianity ICML 2016
Sequential Inference for Deep Gaussian Process AISTATS 2016
Learning Heteroscedastic Models by Convex Programming under Group Sparsity ICML 2013
Variational Bayesian Optimization for Runtime Risk-Sensitive Control RSS 2012
Gaussian Process Training with Input Noise NIPS 2011
Robust Regression with Twinned Gaussian Processes NIPS 2007