| Stochastic triangular mesh mapping: A terrain mapping technique for autonomous mobile robots | Oct 8, 2019 | Bayesian Inference | —Unverified | 0 |
| Evaluating Scalable Uncertainty Estimation Methods for DNN-Based Molecular Property Prediction | Oct 7, 2019 | Bayesian InferenceMolecular Property Prediction | —Unverified | 0 |
| Bayesian Learning-Based Adaptive Control for Safety Critical Systems | Oct 5, 2019 | Autonomous VehiclesBayesian Inference | CodeCode Available | 0 |
| Nonasymptotic estimates for Stochastic Gradient Langevin Dynamics under local conditions in nonconvex optimization | Oct 4, 2019 | Bayesian InferenceVariational Inference | —Unverified | 0 |
| Inference of a mesoscopic population model from population spike trains | Oct 3, 2019 | Bayesian Inference | CodeCode Available | 0 |
| A deep surrogate approach to efficient Bayesian inversion in PDE and integral equation models | Oct 3, 2019 | Bayesian InferenceDeep Learning | —Unverified | 0 |
| The Neural Moving Average Model for Scalable Variational Inference of State Space Models | Oct 2, 2019 | Bayesian InferenceNormalising Flows | CodeCode Available | 0 |
| Bayesian Graph Convolution LSTM for Skeleton Based Action Recognition | Oct 1, 2019 | Action RecognitionAnatomy | —Unverified | 0 |
| Uncertainty-Aware Audiovisual Activity Recognition Using Deep Bayesian Variational Inference | Oct 1, 2019 | Activity RecognitionBayesian Inference | —Unverified | 0 |
| Non-Gaussian processes and neural networks at finite widths | Sep 30, 2019 | Bayesian InferenceGaussian Processes | —Unverified | 0 |
| Well-calibrated Model Uncertainty with Temperature Scaling for Dropout Variational Inference | Sep 30, 2019 | Bayesian InferenceVariational Inference | CodeCode Available | 1 |
| Debiased Bayesian inference for average treatment effects | Sep 26, 2019 | Bayesian InferenceCausal Inference | CodeCode Available | 0 |
| Accelerating Monte Carlo Bayesian Inference via Approximating Predictive Uncertainty over the Simplex | Sep 25, 2019 | Adversarial AttackBayesian Inference | —Unverified | 0 |
| Meta-Learning for Variational Inference | Sep 25, 2019 | Bayesian InferenceComputational Efficiency | —Unverified | 0 |
| Mixture Distributions for Scalable Bayesian Inference | Sep 25, 2019 | Bayesian Inference | —Unverified | 0 |
| Learning Curves for Deep Neural Networks: A field theory perspective | Sep 25, 2019 | Bayesian Inference | —Unverified | 0 |
| Gaussian Process Meta-Representations Of Neural Networks | Sep 25, 2019 | Active LearningBayesian Inference | —Unverified | 0 |
| On the Parameterization of Gaussian Mean Field Posteriors in Bayesian Neural Networks | Sep 25, 2019 | Bayesian InferenceVariational Inference | —Unverified | 0 |
| Quantifying uncertainty with GAN-based priors | Sep 25, 2019 | Bayesian InferenceGenerative Adversarial Network | —Unverified | 0 |
| Refining the variational posterior through iterative optimization | Sep 25, 2019 | Bayesian InferenceVariational Inference | —Unverified | 0 |
| Deep Bayesian Structure Networks | Sep 25, 2019 | Bayesian InferenceNeural Architecture Search | CodeCode Available | 0 |
| bamlss: A Lego Toolbox for Flexible Bayesian Regression (and Beyond) | Sep 25, 2019 | Additive modelsBayesian Inference | —Unverified | 0 |
| A Peek into the Unobservable: Hidden States and Bayesian Inference for the Bitcoin and Ether Price Series | Sep 24, 2019 | Bayesian Inference | —Unverified | 0 |
| Uncertainty Quantification with Statistical Guarantees in End-to-End Autonomous Driving Control | Sep 21, 2019 | Autonomous DrivingBayesian Inference | —Unverified | 0 |
| Learn to Estimate Labels Uncertainty for Quality Assurance | Sep 17, 2019 | Bayesian InferenceDeep Learning | —Unverified | 0 |
| Compositional uncertainty in deep Gaussian processes | Sep 17, 2019 | Bayesian InferenceGaussian Processes | CodeCode Available | 0 |
| Bayesian inference of species trees using diffusion models | Sep 16, 2019 | Bayesian Inference | CodeCode Available | 0 |
| Prediction Uncertainty Estimation for Hate Speech Classification | Sep 16, 2019 | Bayesian InferenceClassification | —Unverified | 0 |
| GAN priors for Bayesian inference | Sep 14, 2019 | Bayesian InferenceGenerative Adversarial Network | —Unverified | 0 |
| Adversarial α-divergence Minimization for Bayesian Approximate Inference | Sep 13, 2019 | Bayesian Inference | CodeCode Available | 0 |
| Bayesian parameter estimation using conditional variational autoencoders for gravitational-wave astronomy | Sep 13, 2019 | AstronomyBayesian Inference | CodeCode Available | 0 |
| Learning Bayesian posteriors with neural networks for gravitational-wave inference | Sep 12, 2019 | AstronomyBayesian Inference | CodeCode Available | 0 |
| Spike Sorting using the Neural Clustering Process | Sep 11, 2019 | Bayesian InferenceClustering | CodeCode Available | 0 |
| Efficient Bayesian synthetic likelihood with whitening transformations | Sep 11, 2019 | Bayesian Inference | —Unverified | 0 |
| Correcting Predictions for Approximate Bayesian Inference | Sep 11, 2019 | Bayesian InferenceDecision Making | CodeCode Available | 0 |
| Evaluating Topic Quality with Posterior Variability | Sep 8, 2019 | Bayesian InferenceTopic Models | CodeCode Available | 0 |
| Accelerated Information Gradient flow | Sep 4, 2019 | Bayesian Inference | CodeCode Available | 0 |
| On the Expressiveness of Approximate Inference in Bayesian Neural Networks | Sep 2, 2019 | Active LearningBayesian Inference | CodeCode Available | 0 |
| Variationally Inferred Sampling Through a Refined Bound for Probabilistic Programs | Aug 26, 2019 | Bayesian InferenceDensity Estimation | CodeCode Available | 0 |
| Scalable Modeling of Spatiotemporal Data using the Variational Autoencoder: an Application in Glaucoma | Aug 24, 2019 | Bayesian Inference | CodeCode Available | 0 |
| Assessing the Safety and Reliability of Autonomous Vehicles from Road Testing | Aug 19, 2019 | Autonomous VehiclesBayesian Inference | —Unverified | 0 |
| Bayesian posterior repartitioning for nested sampling | Aug 13, 2019 | Bayesian InferenceUnity | CodeCode Available | 0 |
| Decision making in dynamic and interactive environments based on cognitive hierarchy theory, Bayesian inference, and predictive control | Aug 12, 2019 | Autonomous DrivingBayesian Inference | —Unverified | 0 |
| Convergence Rates of Variational Inference in Sparse Deep Learning | Aug 9, 2019 | Bayesian InferenceDeep Learning | —Unverified | 0 |
| Bayesian Inference for Large Scale Image Classification | Aug 9, 2019 | Bayesian InferenceClassification | —Unverified | 0 |
| Variational Bayes on Manifolds | Aug 8, 2019 | Bayesian Inference | CodeCode Available | 0 |
| Bayesian Incremental Inference Update by Re-using Calculations from Belief Space Planning: A New Paradigm | Aug 6, 2019 | Autonomous NavigationBayesian Inference | —Unverified | 0 |
| Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement | Jul 31, 2019 | Bayesian InferenceDeep Learning | —Unverified | 0 |
| Deep learning-based prediction of kinetic parameters from myocardial perfusion MRI | Jul 27, 2019 | Bayesian Inferenceparameter estimation | —Unverified | 0 |
| Bayesian Inference with Generative Adversarial Network Priors | Jul 22, 2019 | Bayesian InferenceGenerative Adversarial Network | —Unverified | 0 |
