| Posterior Collapse and Latent Variable Non-identifiability | Jan 2, 2023 | AttributeVariational Inference | —Unverified | 0 |
| Plausible Uncertainties for Human Pose Regression | Jan 1, 2023 | Autonomous DrivingPose Estimation | —Unverified | 0 |
| MAGI: Multi-Annotated Explanation-Guided Learning | Jan 1, 2023 | Variational Inference | —Unverified | 0 |
| Robust and Scalable Gaussian Process Regression and Its Applications | Jan 1, 2023 | 4kGaussian Processes | CodeCode Available | 0 |
| Interactive Segmentation As Gaussion Process Classification | Jan 1, 2023 | Binary ClassificationClassification | CodeCode Available | 1 |
| Posterior sampling with CNN-based, Plug-and-Play regularization with applications to Post-Stack Seismic Inversion | Dec 30, 2022 | Decision MakingSeismic Inversion | —Unverified | 0 |
| Visualizing Information Bottleneck through Variational Inference | Dec 24, 2022 | Variational Inference | —Unverified | 0 |
| Modeling Instance Interactions for Joint Information Extraction with Neural High-Order Conditional Random Field | Dec 17, 2022 | DecoderVariational Inference | CodeCode Available | 0 |
| Bayesian posterior approximation with stochastic ensembles | Dec 15, 2022 | Bayesian Inferenceimage-classification | CodeCode Available | 0 |
| Smoothing volatility targeting | Dec 14, 2022 | Variational Inference | —Unverified | 0 |
| Learning and Predicting Multimodal Vehicle Action Distributions in a Unified Probabilistic Model Without Labels | Dec 14, 2022 | ClusteringVariational Inference | —Unverified | 0 |
| Traffic Flow Prediction via Variational Bayesian Inference-based Encoder-Decoder Framework | Dec 14, 2022 | Bayesian InferenceDecoder | —Unverified | 0 |
| Efficient Stein Variational Inference for Reliable Distribution-lossless Network Pruning | Dec 7, 2022 | Network PruningVariational Inference | —Unverified | 0 |
| Further analysis of multilevel Stein variational gradient descent with an application to the Bayesian inference of glacier ice models | Dec 6, 2022 | Bayesian InferenceVariational Inference | —Unverified | 0 |
| Learning the joint distribution of two sequences using little or no paired data | Dec 6, 2022 | Variational Inference | —Unverified | 0 |
| Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field | Dec 3, 2022 | Entity TypingSentence | —Unverified | 0 |
| Domain-Invariant Feature Alignment Using Variational Inference For Partial Domain Adaptation | Dec 3, 2022 | Domain Adaptationdomain classification | —Unverified | 0 |
| Variational Laplace Autoencoders | Nov 30, 2022 | Variational Inference | —Unverified | 0 |
| Particle-based Variational Inference with Preconditioned Functional Gradient Flow | Nov 25, 2022 | Variational Inference | —Unverified | 0 |
| MP-GELU Bayesian Neural Networks: Moment Propagation by GELU Nonlinearity | Nov 24, 2022 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| Bayesian Learning for Neural Networks: an algorithmic survey | Nov 21, 2022 | Bayesian InferenceSurvey | —Unverified | 0 |
| Compositional Scene Modeling with Global Object-Centric Representations | Nov 21, 2022 | ObjectPatch Matching | —Unverified | 0 |
| Deep Gaussian Processes for Air Quality Inference | Nov 18, 2022 | Air Quality InferenceGaussian Processes | CodeCode Available | 0 |
| Prediction and Uncertainty Quantification of SAFARI-1 Axial Neutron Flux Profiles with Neural Networks | Nov 16, 2022 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| Hierarchical Phrase-based Sequence-to-Sequence Learning | Nov 15, 2022 | Inductive BiasMachine Translation | CodeCode Available | 1 |
| Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors | Nov 15, 2022 | AnatomyDisentanglement | —Unverified | 0 |
| On the Performance of Direct Loss Minimization for Bayesian Neural Networks | Nov 15, 2022 | Variational Inference | —Unverified | 0 |
| Variational Augmentation for Enhancing Historical Document Image Binarization | Nov 12, 2022 | BinarizationSegmentation | CodeCode Available | 0 |
| Towards Improved Learning in Gaussian Processes: The Best of Two Worlds | Nov 11, 2022 | Binary ClassificationGaussian Processes | —Unverified | 0 |
| Semi-supervised Variational Autoencoder for Regression: Application on Soft Sensors | Nov 11, 2022 | regressionUncertainty Quantification | CodeCode Available | 1 |
| Thompson Sampling for High-Dimensional Sparse Linear Contextual Bandits | Nov 11, 2022 | Multi-Armed BanditsThompson Sampling | CodeCode Available | 0 |
| Black-box Coreset Variational Inference | Nov 4, 2022 | Bayesian InferenceData Summarization | CodeCode Available | 0 |
| Deconfounding Imitation Learning with Variational Inference | Nov 4, 2022 | Imitation LearningVariational Inference | CodeCode Available | 0 |
| Automatic differentiation is no panacea for phylogenetic gradient computation | Nov 3, 2022 | Variational Inference | CodeCode Available | 0 |
| Fast and efficient speech enhancement with variational autoencoders | Nov 2, 2022 | Computational EfficiencySpeech Enhancement | —Unverified | 0 |
| FUNCK: Information Funnels and Bottlenecks for Invariant Representation Learning | Nov 2, 2022 | Representation LearningVariational Inference | —Unverified | 0 |
| Variational Hierarchical Mixtures for Probabilistic Learning of Inverse Dynamics | Nov 2, 2022 | regressionVariational Inference | —Unverified | 0 |
| Variational Inference Aided Estimation of Time Varying Channels | Oct 31, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Period VITS: Variational Inference with Explicit Pitch Modeling for End-to-end Emotional Speech Synthesis | Oct 28, 2022 | DecoderDiversity | —Unverified | 0 |
| DPVIm: Differentially Private Variational Inference Improved | Oct 28, 2022 | Variational Inference | —Unverified | 0 |
| Manifold Gaussian Variational Bayes on the Precision Matrix | Oct 26, 2022 | Variational Inference | CodeCode Available | 0 |
| Adversarial Purification with the Manifold Hypothesis | Oct 26, 2022 | Adversarial PurificationAdversarial Robustness | —Unverified | 0 |
| Learning on Large-scale Text-attributed Graphs via Variational Inference | Oct 26, 2022 | Variational Inference | CodeCode Available | 1 |
| Rhino: Deep Causal Temporal Relationship Learning With History-dependent Noise | Oct 26, 2022 | Causal DiscoveryTime Series | —Unverified | 0 |
| Optimizing Pessimism in Dynamic Treatment Regimes: A Bayesian Learning Approach | Oct 26, 2022 | Thompson SamplingVariational Inference | CodeCode Available | 0 |
| On the optimization and pruning for Bayesian deep learning | Oct 24, 2022 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment | Oct 24, 2022 | Sequential RecommendationVariational Inference | CodeCode Available | 1 |
| GFlowOut: Dropout with Generative Flow Networks | Oct 24, 2022 | Bayesian InferenceVariational Inference | —Unverified | 0 |
| Solving Reasoning Tasks with a Slot Transformer | Oct 20, 2022 | Representation LearningVariational Inference | —Unverified | 0 |
| On Representations of Mean-Field Variational Inference | Oct 20, 2022 | Bayesian InferenceVariational Inference | —Unverified | 0 |