Probabilistic Modeling

Sum-Product-Transform Networks: Exploiting Symmetries using Invertible Transformations PGM 2020 Supervised Learning with Background Knowledge PGM 2020 Switching Poisson Gamma Dynamical Systems IJCAI 2020 Symbolic Querying of Vector Spaces: Probabilistic Databases Meets Relational Embeddings UAI 2020 Tandem Inference: An Out-of-Core Streaming Algorithm for Very Large-Scale Relational Inference AAAI 2020 Targeted Fused Ridge Estimation of Inverse Covariance Matrices from Multiple High-Dimensional Data Classes JMLR 2020 Task Agnostic Robust Learning on Corrupt Outputs by Correlation-Guided Mixture Density Networks CVPR 2020 Temporal Logics Over Finite Traces with Uncertainty AAAI 2020 Testing Determinantal Point Processes NeurIPS 2020 Testing Goodness of Fit of Conditional Density Models with Kernels UAI 2020 The EM Algorithm gives Sample-Optimality for Learning Mixtures of Well-Separated Gaussians COLT 2020 The Hawkes Edge Partition Model for Continuous-time Event-based Temporal Networks UAI 2020 The Potts-Ising model for discrete multivariate data NeurIPS 2020 The Variational Bandwidth Bottleneck: Stochastic Evaluation on an Information Budget ICLR 2020 Topic Enhanced Sentiment Spreading Model in Social Networks Considering User Interest AAAI 2020 Towards Competitive N-gram Smoothing AISTATS 2020 Training for Gibbs Sampling on Conditional Random Fields with Neural Scoring Factors EMNLP 2020 Transformer-GCRF: Recovering Chinese Dropped Pronouns with General Conditional Random Fields EMNLP 2020 Tree-Structured Neural Topic Model ACL 2020 Tweedie-Hawkes Processes: Interpreting the Phenomena of Outbreaks AAAI 2020 Two Reformulation Approaches to Maximum-A-Posteriori Inference in Sum-Product Networks PGM 2020 Uncertainty-Aware Score Distribution Learning for Action Quality Assessment CVPR 2020 Uncertainty Quantification for Inferring Hawkes Networks NeurIPS 2020 Unsupervised Deep Shape Descriptor With Point Distribution Learning CVPR 2020 Wasserstein Control of Mirror Langevin Monte Carlo COLT 2020