Probabilistic Modeling

Weakly Supervised Sequence Tagging from Noisy Rules AAAI 2020 Word Embeddings as Tuples of Feature Probabilities ACL 2020 Xeggora: Exploiting Immune-to-Evidence Symmetries with Full Aggregation in Statistical Relational Models (Extended Abstract) IJCAI 2020 Adaptive Confidence Smoothing for Generalized Zero-Shot Learning CVPR 2019 Adaptive Planning with Evidence Based Prediction for Improved Fluency in Routine Human-Robot Collaborative Tasks AAAI 2019 A Generative Adversarial Density Estimator CVPR 2019 A Generative Model for Dynamic Networks with Applications AAAI 2019 A Generic Approach to Accelerating Belief Propagation Based Incomplete Algorithms for DCOPs via a Branch-and-Bound Technique AAAI 2019 Amortized Bethe Free Energy Minimization for Learning MRFs NeurIPS 2019 An Algorithm to Learn Polytree Networks with Hidden Nodes NeurIPS 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 A Particle-Based Variational Approach to Bayesian Non-negative Matrix Factorization JMLR 2019 Approximate Causal Abstractions UAI 2019 Approximate Inference in Structured Instances with Noisy Categorical Observations UAI 2019 A Probabilistic Derivation of LASSO and L12-Norm Feature Selections AAAI 2019 A Weighted Mini-Bucket Bound for Solving Influence Diagram UAI 2019 Bayesian Combination of Probabilistic Classifiers using Multivariate Normal Mixtures JMLR 2019 Bayesian Execution Skill Estimation AAAI 2019 Bayesian Hierarchical Dynamic Model for Human Action Recognition CVPR 2019 Bayesian Optimization under Heavy-tailed Payoffs NeurIPS 2019 Bayesian Optimization with Binary Auxiliary Information UAI 2019 Belief Propagation: Accurate Marginals or Accurate Partition Function – Where is the Difference? UAI 2019 Bias-Variance Trade-Off in Hierarchical Probabilistic Models Using Higher-Order Feature Interactions AAAI 2019 Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling AAAI 2019