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model misspecification

57 papers

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Co-occurring keywords

bayesian inference (1904) distribution shift (711) regret bound (1918) causal inference (1619) posterior distribution (259) contextual bandit (379) variational inference (2069) uncertainty quantification (1365) sample complexity (1158) reproducing kernel hilbert space (334)

Papers

Structure Learning of Undirected Graphical Models for Count Data JMLR 2021
Asymptotic Normality, Concentration, and Coverage of Generalized Posteriors JMLR 2021
High-dimensional Experimental Design and Kernel Bandits ICML 2021
Minimax Model Learning AISTATS 2021
Misspecified Gaussian Process Bandit Optimization NIPS 2021
Exponential savings in agnostic active learning through abstention COLT 2021
On Projection Robust Optimal Transport: Sample Complexity and Model Misspecification AISTATS 2021
Goodness-of-Fit Test for Mismatched Self-Exciting Processes AISTATS 2021
Comparing the Value of Labeled and Unlabeled Data in Method-of-Moments Latent Variable Estimation AISTATS 2021
Finite mixture models do not reliably learn the number of components ICML 2021
Misspecification in Prediction Problems and Robustness via Improper Learning AISTATS 2021
Uncertainty quantification using martingales for misspecified Gaussian processes ALT 2021
Cautiously Optimistic Policy Optimization and Exploration with Linear Function Approximation COLT 2021
Stable Prediction with Model Misspecification and Agnostic Distribution Shift AAAI 2020
Semi-Modular Inference: enhanced learning in multi-modular models by tempering the influence of components AISTATS 2020
Stable Learning via Sample Reweighting AAAI 2020
Adapting to Misspecification in Contextual Bandits NIPS 2020
Learning under Model Misspecification: Applications to Variational and Ensemble methods NIPS 2020
Balanced Linear Contextual Bandits AAAI 2019
Variational Bayes under Model Misspecification NIPS 2019
A Bayesian Approach to Robust Reinforcement Learning UAI 2019
Where Do You Think You're Going?: Inferring Beliefs about Dynamics from Behavior NIPS 2018
Theoretical guarantees for EM under misspecified Gaussian mixture models NIPS 2018
Reinforcement Learning under Model Mismatch NIPS 2017
Should Robots be Obedient? IJCAI 2017