conftrace_

heteroscedastic noise

16 papers

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Co-occurring keywords

causal inference (1630) gaussian process (1200) bayesian optimization (624) causal discovery (460) variational inference (2069) conditional density estimation (20) least-squares method (2) multi-modal distribution (15) matrix factorisation (6) latent feature (64)

Papers

Effective Causal Discovery under Identifiable Heteroscedastic Noise Model AAAI 2024
Assessing the Overall and Partial Causal Well-Specification of Nonlinear Additive Noise Models JMLR 2024
Matrix Denoising with Doubly Heteroscedastic Noise: Fundamental Limits and Optimal Spectral Methods NIPS 2024
Variance-Dependent Regret Bounds for Linear Bandits and Reinforcement Learning: Adaptivity and Computational Efficiency COLT 2023
Batch Bayesian Optimization For Replicable Experimental Design NIPS 2023
On the Identifiability and Estimation of Causal Location-Scale Noise Models ICML 2023
Inferring Cause and Effect in the Presence of Heteroscedastic Noise ICML 2022
Bayesian quantile and expectile optimisation UAI 2022
Correlated Input-Dependent Label Noise in Large-Scale Image Classification CVPR 2021
Information Directed Sampling and Bandits with Heteroscedastic Noise COLT 2018
Extending Model-based Policy Gradients for Robots in Heteroscedastic Environments CORL 2017
Linear Multi-Resource Allocation with Semi-Bandit Feedback NIPS 2015
Permutation estimation and minimax rates of identifiability AISTATS 2013
Robust Bayesian Matrix Factorisation AISTATS 2011
Conditional Density Estimation via Least-Squares Density Ratio Estimation AISTATS 2010
Robust Regression with Twinned Gaussian Processes NIPS 2007