Probabilistic Modeling

Efficient Generative Modelling of Protein Structure Fragments using a Deep Markov Model ICML 2021 End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series ICML 2021 Equivariant Learning of Stochastic Fields: Gaussian Processes and Steerable Conditional Neural Processes ICML 2021 ExGAN: Adversarial Generation of Extreme Samples AAAI 2021 Exploring Social Posterior Collapse in Variational Autoencoder for Interaction Modeling NeurIPS 2021 Faster Kernel Interpolation for Gaussian Processes AISTATS 2021 Federated Multi-Task Learning under a Mixture of Distributions NeurIPS 2021 From Behavioral Theories to Econometrics: Inferring Preferences of Human Agents from Data on Repeated Interactions AAAI 2021 Functional Variational Inference based on Stochastic Process Generators NeurIPS 2021 Gaussian process nowcasting: application to COVID-19 mortality reporting UAI 2021 Generative Adversarial Networks for Markovian Temporal Dynamics: Stochastic Continuous Data Generation ICML 2021 Graphical Normalizing Flows AISTATS 2021 Graph Mixture Density Networks ICML 2021 Group Fairness by Probabilistic Modeling with Latent Fair Decisions AAAI 2021 Handling Overlaps When Lifting Gaussian Bayesian Networks IJCAI 2021 Hierarchical and Partially Observable Goal-Driven Policy Learning With Goals Relational Graph CVPR 2021 High-Dimensional Gaussian Process Inference with Derivatives ICML 2021 HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference AAAI 2021 HNPE: Leveraging Global Parameters for Neural Posterior Estimation NeurIPS 2021 Homeomorphic-Invariance of EM: Non-Asymptotic Convergence in KL Divergence for Exponential Families via Mirror Descent AISTATS 2021 Hybrid Probabilistic Inference with Logical and Algebraic Constraints: a Survey IJCAI 2021 HyperSPNs: Compact and Expressive Probabilistic Circuits NeurIPS 2021 Identifying Norms from Observation Using MCMC Sampling IJCAI 2021 IDF++: Analyzing and Improving Integer Discrete Flows for Lossless Compression ICLR 2021 Implicit Generative Copulas NeurIPS 2021