Bayesian Inference

Variational Neural Machine Translation with Normalizing Flows ACL 2020 Variational Pathway Reasoning for EEG Emotion Recognition AAAI 2020 Variational Policy Gradient Method for Reinforcement Learning with General Utilities NeurIPS 2020 VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning ICLR 2020 VCG under Sybil (False-Name) Attacks - A Bayesian Analysis AAAI 2020 Vector Quantization-Based Regularization for Autoencoders AAAI 2020 Verifiable RNN-Based Policies for POMDPs Under Temporal Logic Constraints IJCAI 2020 Walsh-Hadamard Variational Inference for Bayesian Deep Learning NeurIPS 2020 Wasserstein Control of Mirror Langevin Monte Carlo COLT 2020 Weakly-Supervised Action Localization by Generative Attention Modeling CVPR 2020 Well-Calibrated Regression Uncertainty in Medical Imaging with Deep Learning MIDL 2020 What Is It You Really Want of Me? Generalized Reward Learning with Biased Beliefs about Domain Dynamics AAAI 2020 When and How to Lift the Lockdown? Global COVID-19 Scenario Analysis and Policy Assessment using Compartmental Gaussian Processes NeurIPS 2020 Why Non-myopic Bayesian Optimization is Promising and How Far Should We Look-ahead? A Study via Rollout AISTATS 2020 Wide Neural Networks with Bottlenecks are Deep Gaussian Processes JMLR 2020 Xeggora: Exploiting Immune-to-Evidence Symmetries with Full Aggregation in Statistical Relational Models (Extended Abstract) IJCAI 2020 Your GAN is Secretly an Energy-based Model and You Should Use Discriminator Driven Latent Sampling NeurIPS 2020 3D Backscatter Localization for Fine-Grained Robotics NSDI 2019 A Bayesian Approach for Sequence Tagging with Crowds EMNLP 2019 A Bayesian Approach to Robust Reinforcement Learning UAI 2019 A Bayesian Optimization Framework for Neural Network Compression ICCV 2019 A Bayesian Perspective on the Deep Image Prior CVPR 2019 ABCD-Strategy: Budgeted Experimental Design for Targeted Causal Structure Discovery AISTATS 2019 Accelerate CNN via Recursive Bayesian Pruning ICCV 2019 Accelerated Flow for Probability Distributions ICML 2019