| Theoretical Connection between Locally Linear Embedding, Factor Analysis, and Probabilistic PCA | Mar 25, 2022 | Dimensionality ReductionVariational Inference | —Unverified | 0 |
| Approximate Inference for Stochastic Planning in Factored Spaces | Mar 23, 2022 | Variational Inference | CodeCode Available | 0 |
| Representation Uncertainty in Self-Supervised Learning as Variational Inference | Mar 22, 2022 | Representation LearningSelf-Supervised Learning | —Unverified | 0 |
| Bayesian Low-rank Matrix Completion with Dual-graph Embedding: Prior Analysis and Tuning-free Inference | Mar 18, 2022 | Graph EmbeddingImage Inpainting | —Unverified | 0 |
| Differentiable DAG Sampling | Mar 16, 2022 | validVariational Inference | CodeCode Available | 1 |
| Variational inference of fractional Brownian motion with linear computational complexity | Mar 15, 2022 | Bayesian InferenceGraph Neural Network | —Unverified | 0 |
| Accelerating Stochastic Probabilistic Inference | Mar 15, 2022 | Second-order methodsStochastic Optimization | —Unverified | 0 |
| Modelling Non-Smooth Signals with Complex Spectral Structure | Mar 14, 2022 | Variational Inference | CodeCode Available | 2 |
| Flexible Amortized Variational Inference in qBOLD MRI | Mar 11, 2022 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 0 |
| Bayesian Spatial Predictive Synthesis | Mar 10, 2022 | Model SelectionUncertainty Quantification | —Unverified | 0 |
| The Transitive Information Theory and its Application to Deep Generative Models | Mar 9, 2022 | Inductive BiasVariational Inference | —Unverified | 0 |
| Variational methods for simulation-based inference | Mar 8, 2022 | Bayesian InferenceVariational Inference | CodeCode Available | 0 |
| Variational Inference with Locally Enhanced Bounds for Hierarchical Models | Mar 8, 2022 | Variational Inference | —Unverified | 0 |
| Recursive Monte Carlo and Variational Inference with Auxiliary Variables | Mar 5, 2022 | AstronomyStochastic Optimization | CodeCode Available | 0 |
| 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 |
| Learning Conditional Variational Autoencoders with Missing Covariates | Mar 2, 2022 | Missing ValuesVariational Inference | —Unverified | 0 |
| VaiPhy: a Variational Inference Based Algorithm for Phylogeny | Mar 1, 2022 | Density EstimationVariational Inference | CodeCode Available | 0 |
| Bayesian Structure Learning with Generative Flow Networks | Feb 28, 2022 | Variational Inference | CodeCode Available | 1 |
| Differential equation and probability inspired graph neural networks for latent variable learning | Feb 28, 2022 | Stock Predictiontext-classification | CodeCode Available | 0 |
| Theoretical Error Analysis of Entropy Approximation for Gaussian Mixtures | Feb 26, 2022 | Variational Inference | —Unverified | 0 |
| Generalised Gaussian Process Latent Variable Models (GPLVM) with Stochastic Variational Inference | Feb 25, 2022 | BenchmarkingDimensionality Reduction | —Unverified | 0 |
| Fast variational Bayes methods for multinomial probit models | Feb 25, 2022 | Variational Inference | —Unverified | 0 |
| Variational inference for large Bayesian vector autoregressions | Feb 25, 2022 | regressionVariational Inference | —Unverified | 0 |
| Estimators of Entropy and Information via Inference in Probabilistic Models | Feb 24, 2022 | Variational Inference | —Unverified | 0 |
