Probabilistic Modeling

Uncertainty Aware Graph Gaussian Process for Semi-Supervised Learning AAAI 2020 Uncertainty-Aware Score Distribution Learning for Action Quality Assessment CVPR 2020 Uncertainty Quantification for Deep Context-Aware Mobile Activity Recognition and Unknown Context Discovery AISTATS 2020 Undirected Graphical Models as Approximate Posteriors ICML 2020 Variable Skipping for Autoregressive Range Density Estimation ICML 2020 Variance Reduction in Stochastic Particle-Optimization Sampling ICML 2020 Variational Amodal Object Completion NeurIPS 2020 Variational Autoencoders for Highly Multivariate Spatial Point Processes Intensities ICLR 2020 Variational Autoencoders for Sparse and Overdispersed Discrete Data AISTATS 2020 VFlow: More Expressive Generative Flows with Variational Data Augmentation ICML 2020 Wasserstein Control of Mirror Langevin Monte Carlo COLT 2020 When and How to Lift the Lockdown? Global COVID-19 Scenario Analysis and Policy Assessment using Compartmental Gaussian Processes NeurIPS 2020 Wide Neural Networks with Bottlenecks are Deep Gaussian Processes JMLR 2020 Xeggora: Exploiting Immune-to-Evidence Symmetries with Full Aggregation in Statistical Relational Models (Extended Abstract) IJCAI 2020 A Bayesian model for sparse graphs with flexible degree distribution and overlapping community structure AISTATS 2019 Accuracy-Memory Tradeoffs and Phase Transitions in Belief Propagation COLT 2019 Adaptive Activity Monitoring with Uncertainty Quantification in Switching Gaussian Process Models AISTATS 2019 A Flexible Generative Framework for Graph-based Semi-supervised Learning NeurIPS 2019 Aligning Vector-spaces with Noisy Supervised Lexicon NAACL 2019 Amortized Bethe Free Energy Minimization for Learning MRFs NeurIPS 2019 An Algorithm to Learn Polytree Networks with Hidden Nodes NeurIPS 2019 Analyzing Inverse Problems with Invertible Neural Networks ICLR 2019 An End-to-End Community Detection Model: Integrating LDA into Markov Random Field via Factor Graph IJCAI 2019 A neurally plausible model for online recognition and postdiction in a dynamical environment NeurIPS 2019 Anytime Recursive Best-First Search for Bounding Marginal MAP AAAI 2019