| 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 |
