| 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| Variational Augmentation for Enhancing Historical Document Image Binarization | Nov 12, 2022 | BinarizationSegmentation | CodeCode Available | 0 |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 |