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model misspecification

70 papers

Papers

Adapting to Misspecification in Contextual Bandits NeurIPS 2020 Learning under Model Misspecification: Applications to Variational and Ensemble methods NeurIPS 2020 Robust Reinforcement Learning for Continuous Control with Model Misspecification ICLR 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 Stable Prediction with Model Misspecification and Agnostic Distribution Shift AAAI 2020 A Bayesian Approach to Robust Reinforcement Learning UAI 2019 Balanced Linear Contextual Bandits AAAI 2019 Variational Bayes under Model Misspecification NeurIPS 2019 Theoretical guarantees for EM under misspecified Gaussian mixture models NeurIPS 2018 Where Do You Think You're Going?: Inferring Beliefs about Dynamics from Behavior NeurIPS 2018 Reinforcement Learning under Model Mismatch NeurIPS 2017 Should Robots be Obedient? IJCAI 2017 On Robustness and Regularization of Structural Support Vector Machines ICML 2014 Robust Learning under Uncertain Test Distributions: Relating Covariate Shift to Model Misspecification ICML 2014 Robust Low Rank Kernel Embeddings of Multivariate Distributions NeurIPS 2013 How biased are maximum entropy models? NeurIPS 2011 Maximum Likelihood in Cost-Sensitive Learning: Model Specification, Approximations, and Upper Bounds JMLR 2010 Active learning for misspecified generalized linear models NeurIPS 2006 Active Learning in Approximately Linear Regression Based on Conditional Expectation of Generalization Error JMLR 2006