Bayesian Inference

Quantifying Variational Approximation for Log-Partition Function COLT 2021 Quantitative Understanding of VAE as a Non-linearly Scaled Isometric Embedding ICML 2021 Quasi-Monte Carlo Quasi-Newton in Variational Bayes JMLR 2021 Query Training: Learning a Worse Model to Infer Better Marginals in Undirected Graphical Models with Hidden Variables AAAI 2021 Rao-Blackwellised parallel MCMC AISTATS 2021 Rao-Blackwellizing the Straight-Through Gumbel-Softmax Gradient Estimator ICLR 2021 Rate-Distortion Analysis of Minimum Excess Risk in Bayesian Learning ICML 2021 Rate-Regularization and Generalization in Variational Autoencoders AISTATS 2021 Raven's Progressive Matrices Completion with Latent Gaussian Process Priors AAAI 2021 Realistic evaluation of transductive few-shot learning NeurIPS 2021 Recursive Bayesian Networks: Generalising and Unifying Probabilistic Context-Free Grammars and Dynamic Bayesian Networks NeurIPS 2021 Regret Bounds for Gaussian-Process Optimization in Large Domains NeurIPS 2021 Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization NeurIPS 2021 Reinforcement Learning in Parametric MDPs with Exponential Families AISTATS 2021 Reward Biased Maximum Likelihood Estimation for Reinforcement Learning L4DC 2021 Risk-Averse Bayes-Adaptive Reinforcement Learning NeurIPS 2021 Risk-averse Heteroscedastic Bayesian Optimization NeurIPS 2021 RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting ICML 2021 Robust Bayesian Neural Networks by Spectral Expectation Bound Regularization CVPR 2021 Robust Compressed Sensing MRI with Deep Generative Priors NeurIPS 2021 Robustness via Uncertainty-aware Cycle Consistency NeurIPS 2021 RoCUS: Robot Controller Understanding via Sampling CoRL 2021 RollingLDA: An Update Algorithm of Latent Dirichlet Allocation to Construct Consistent Time Series from Textual Data EMNLP 2021 Safe Bayesian Optimisation for Controller Design by Utilising the Parameter Space Approach L4DC 2021 Same Same but DifferNet: Semi-Supervised Defect Detection With Normalizing Flows WACV 2021