Bayesian Inference

Black-Box Variational Inference as a Parametric Approximation to Langevin Dynamics ICML 2020 BOSS: Bayesian Optimization over String Spaces NeurIPS 2020 BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization NeurIPS 2020 BOWL: Bayesian Optimization for Weight Learning in Probabilistic Soft Logic AAAI 2020 Bridging the Gap between Sample-based and One-shot Neural Architecture Search with BONAS NeurIPS 2020 Bundle Adjustment on a Graph Processor CVPR 2020 Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference NeurIPS 2020 Capsule Routing via Variational Bayes AAAI 2020 CARP: Compression Through Adaptive Recursive Partitioning for Multi-Dimensional Images CVPR 2020 CCA-Flow: Deep Multi-view Subspace Learning with Inverse Autoregressive Flow ACML 2020 Certifiably Adversarially Robust Detection of Out-of-Distribution Data NeurIPS 2020 Characterizing Membership Privacy in Stochastic Gradient Langevin Dynamics AAAI 2020 ChemBO: Bayesian Optimization of Small Organic Molecules with Synthesizable Recommendations AISTATS 2020 Comparisons Between Hamiltonian Monte Carlo and Maximum A Posteriori For A Bayesian Model For Apixaban Induction Dose & Dose Personalization MLHC 2020 Compositional uncertainty in deep Gaussian processes UAI 2020 Computational Interpretations of Recency for the Choice of Referring Expressions in Discourse EMNLP 2020 Computing Valid P-Values for Image Segmentation by Selective Inference CVPR 2020 Constraing-Based Learning for Continous-Time Bayesian Networks PGM 2020 Contextual Explanation Networks JMLR 2020 Continual Learning with Adaptive Weights (CLAW) ICLR 2020 Continual Learning with Bayesian Neural Networks for Non-Stationary Data ICLR 2020 Continuous Meta-Learning without Tasks NeurIPS 2020 Continuous-Time Birth-Death MCMC for Bayesian Regression Tree Models JMLR 2020 Convergence of Sparse Variational Inference in Gaussian Processes Regression JMLR 2020 Convergence Rates of Variational Inference in Sparse Deep Learning ICML 2020