Bayesian Inference

No Regrets for Learning the Prior in Bandits NeurIPS 2021 Novel Upper Bounds for the Constrained Most Probable Explanation Task NeurIPS 2021 Objective Bound Conditional Gaussian Process for Bayesian Optimization ICML 2021 OCTIS: Comparing and Optimizing Topic models is Simple! EACL 2021 Offline Meta Reinforcement Learning -- Identifiability Challenges and Effective Data Collection Strategies NeurIPS 2021 Offline Reinforcement Learning with Fisher Divergence Critic Regularization ICML 2021 On Empirical Bayes Variational Autoencoder: An Excess Risk Bound COLT 2021 On Hallucination and Predictive Uncertainty in Conditional Language Generation EACL 2021 Online Learning of a Probabilistic and Adaptive Scene Representation CVPR 2021 Online Variational Filtering and Parameter Learning NeurIPS 2021 On Lower Bounds for Standard and Robust Gaussian Process Bandit Optimization ICML 2021 On Multilevel Monte Carlo Unbiased Gradient Estimation for Deep Latent Variable Models AISTATS 2021 On Recovering from Modeling Errors Using Testing Bayesian Networks ICML 2021 On Signal-to-Noise Ratio Issues in Variational Inference for Deep Gaussian Processes ICML 2021 On the Calibration and Uncertainty of Neural Learning to Rank Models for Conversational Search EACL 2021 On the Convergence of Hamiltonian Monte Carlo with Stochastic Gradients ICML 2021 On the convergence of the Metropolis algorithm with fixed-order updates for multivariate binary probability distributions AISTATS 2021 On the difficulty of unbiased alpha divergence minimization ICML 2021 On the effects of quantisation on model uncertainty in Bayesian neural networks UAI 2021 On the Existence of The Adversarial Bayes Classifier NeurIPS 2021 On the Out-of-distribution Generalization of Probabilistic Image Modelling NeurIPS 2021 On the Role of Data in PAC-Bayes Bounds AISTATS 2021 On the Variance of the Fisher Information for Deep Learning NeurIPS 2021 Oops I Took A Gradient: Scalable Sampling for Discrete Distributions ICML 2021 Opponent Hand Estimation in the Game of Gin Rummy AAAI 2021