| Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation | Aug 8, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Reliable amortized variational inference with physics-based latent distribution correction | Jul 24, 2022 | Bayesian InferenceSeismic Imaging | CodeCode Available | 1 |
| On the Robustness of Bayesian Neural Networks to Adversarial Attacks | Jul 13, 2022 | Variational Inference | CodeCode Available | 1 |
| Scalable Bayesian Inference for Detection and Deblending in Astronomical Images | Jul 12, 2022 | Bayesian InferenceGPU | CodeCode Available | 1 |
| Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems | Jul 6, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Variational Deep Image Restoration | Jul 3, 2022 | DenoisingImage Restoration | CodeCode Available | 1 |
| Spherical Sliced-Wasserstein | Jun 17, 2022 | Density EstimationVariational Inference | CodeCode Available | 1 |
| Personalized Federated Learning via Variational Bayesian Inference | Jun 16, 2022 | Bayesian InferenceDiversity | CodeCode Available | 1 |
| Scalable Deep Gaussian Markov Random Fields for General Graphs | Jun 10, 2022 | Bayesian InferenceVariational Inference | CodeCode Available | 1 |
| Accurate Node Feature Estimation with Structured Variational Graph Autoencoder | Jun 9, 2022 | Variational Inference | CodeCode Available | 1 |
| Embrace the Gap: VAEs Perform Independent Mechanism Analysis | Jun 6, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| BaCaDI: Bayesian Causal Discovery with Unknown Interventions | Jun 3, 2022 | Causal DiscoveryVariational Inference | CodeCode Available | 1 |
| Beyond Opinion Mining: Summarizing Opinions of Customer Reviews | Jun 3, 2022 | Opinion MiningOpinion Summarization | CodeCode Available | 1 |
| Variational inference via Wasserstein gradient flows | May 31, 2022 | Bayesian InferenceVariational Inference | CodeCode Available | 1 |
| Amortized Inference for Causal Structure Learning | May 25, 2022 | Causal DiscoveryInductive Bias | CodeCode Available | 1 |
| Variational Sparse Coding with Learned Thresholding | May 7, 2022 | Variational Inference | CodeCode Available | 1 |
| VICE: Variational Interpretable Concept Embeddings | May 2, 2022 | Experimental DesignObject | CodeCode Available | 1 |
| Blind Equalization and Channel Estimation in Coherent Optical Communications Using Variational Autoencoders | Apr 25, 2022 | Variational Inference | CodeCode Available | 1 |
| Learn from Unpaired Data for Image Restoration: A Variational Bayes Approach | Apr 21, 2022 | DenoisingImage Denoising | CodeCode Available | 1 |
| An Energy-Based Prior for Generative Saliency | Apr 19, 2022 | object-detectionObject Detection | CodeCode Available | 1 |
| Gaussian Processes for Missing Value Imputation | Apr 10, 2022 | Gaussian ProcessesImputation | CodeCode Available | 1 |
| Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process Priors | Apr 4, 2022 | DecoderDiversity | CodeCode Available | 1 |
| Provable concept learning for interpretable predictions using variational autoencoders | Apr 1, 2022 | Variational Inference | CodeCode Available | 1 |
| A Framework for Improving the Reliability of Black-box Variational Inference | Mar 29, 2022 | Bayesian InferenceStochastic Optimization | CodeCode Available | 1 |
| Differentiable DAG Sampling | Mar 16, 2022 | validVariational Inference | CodeCode Available | 1 |
| Differentiable Causal Discovery Under Latent Interventions | Mar 4, 2022 | Causal DiscoveryVariational Inference | CodeCode Available | 1 |
| Learning Neural Set Functions Under the Optimal Subset Oracle | Mar 3, 2022 | Anomaly DetectionDrug Discovery | CodeCode Available | 1 |
| Bayesian Structure Learning with Generative Flow Networks | Feb 28, 2022 | Variational Inference | CodeCode Available | 1 |
| Variational encoding approach for interpretable assessment of remaining useful life estimation | Feb 23, 2022 | ManagementRemaining Useful Lifetime Estimation | CodeCode Available | 1 |
| Continual Repeated Annealed Flow Transport Monte Carlo | Jan 31, 2022 | Variational Inference | CodeCode Available | 1 |
| alpha-Deep Probabilistic Inference (alpha-DPI): efficient uncertainty quantification from exoplanet astrometry to black hole feature extraction | Jan 21, 2022 | Uncertainty QuantificationVariational Inference | CodeCode Available | 1 |
| Deep Causal Reasoning for Recommendations | Jan 6, 2022 | Recommendation SystemsVariational Inference | CodeCode Available | 1 |
| Neural Point Process for Learning Spatiotemporal Event Dynamics | Dec 12, 2021 | Point ProcessesVariational Inference | CodeCode Available | 1 |
| Fully Context-Aware Image Inpainting with a Learned Semantic Pyramid | Dec 8, 2021 | Image InpaintingVariational Inference | CodeCode Available | 1 |
| BCD Nets: Scalable Variational Approaches for Bayesian Causal Discovery | Dec 6, 2021 | Causal DiscoveryStochastic Optimization | CodeCode Available | 1 |
| EDGE: Explaining Deep Reinforcement Learning Policies | Dec 1, 2021 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Topic Modeling Revisited: A Document Graph-based Neural Network Perspective | Dec 1, 2021 | Variational Inference | CodeCode Available | 1 |
| Spatio-Temporal Variational Gaussian Processes | Nov 2, 2021 | Gaussian ProcessesVariational Inference | CodeCode Available | 1 |
| Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees | Nov 2, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 1 |
| Robust Deep Learning from Crowds with Belief Propagation | Nov 1, 2021 | Deep LearningVariational Inference | CodeCode Available | 1 |
| Discovering Non-monotonic Autoregressive Orderings with Variational Inference | Oct 27, 2021 | DecoderImage Captioning | CodeCode Available | 1 |
| An Empirical Study: Extensive Deep Temporal Point Process | Oct 19, 2021 | Graph structure learningVariational Inference | CodeCode Available | 1 |
| Physics-guided Deep Markov Models for Learning Nonlinear Dynamical Systems with Uncertainty | Oct 16, 2021 | State Space ModelsVariational Inference | CodeCode Available | 1 |
| Bayesian Confidence Calibration for Epistemic Uncertainty Modelling | Sep 21, 2021 | object-detectionObject Detection | CodeCode Available | 1 |
| Learning Opinion Summarizers by Selecting Informative Reviews | Sep 9, 2021 | Few-Shot LearningOpinion Summarization | CodeCode Available | 1 |
| Stochastic Transformer Networks with Linear Competing Units: Application to end-to-end SL Translation | Sep 1, 2021 | Sign Language TranslationTranslation | CodeCode Available | 1 |
| Pathfinder: Parallel quasi-Newton variational inference | Aug 9, 2021 | PathfinderVariational Inference | CodeCode Available | 1 |
| P-WAE: Generalized Patch-Wasserstein Autoencoder for Anomaly Screening | Aug 9, 2021 | Anomaly DetectionVariational Inference | CodeCode Available | 1 |
| Tree-Structured Topic Modeling with Nonparametric Neural Variational Inference | Aug 1, 2021 | Variational Inference | CodeCode Available | 1 |
| Neural Variational Gradient Descent | Jul 22, 2021 | Bayesian Inferenceregression | CodeCode Available | 1 |
