Probabilistic Modeling

Unsupervised Discovery of Gendered Language through Latent-Variable Modeling ACL 2019 Unsupervised Learning with Contrastive Latent Variable Models AAAI 2019 Unsupervised Primitive Discovery for Improved 3D Generative Modeling CVPR 2019 Variational Bayesian Multi-Channel Speech Dereverberation Under Noisy Environments with Probabilistic Convolutive Transfer Function Interspeech 2019 Variational BEJG Solvers for Marginal-MAP Inference with Accurate Approximation of B-Conditional Entropy AAAI 2019 Variational Inference MPC for Bayesian Model-based Reinforcement Learning CoRL 2019 Variational Inference of Penalized Regression with Submodular Functions UAI 2019 Variational Training for Large-Scale Noisy-OR Bayesian Networks UAI 2019 ViVoLAB Speaker Diarization System for the DIHARD 2019 Challenge Interspeech 2019 Word and Document Embedding with vMF-Mixture Priors on Context Word Vectors ACL 2019 Word Embedding as Maximum A Posteriori Estimation AAAI 2019 X-DMM: Fast and Scalable Model Based Text Clustering AAAI 2019 Adaptor Grammars for the Linguist: Word Segmentation Experiments for Very Low-Resource Languages EMNLP 2018 A Deep Generative Model of Vowel Formant Typology NAACL 2018 A Discriminative Latent-Variable Model for Bilingual Lexicon Induction EMNLP 2018 A Fast and Accurate Method for Estimating People Flow from Spatiotemporal Population Data IJCAI 2018 A Fast and Scalable Joint Estimator for Integrating Additional Knowledge in Learning Multiple Related Sparse Gaussian Graphical Models ICML 2018 A Graphical Criterion for Effect Identification in Equivalence Classes of Causal Diagrams IJCAI 2018 A Hidden Absorbing Semi-Markov Model for Informatively Censored Temporal Data: Learning and Inference JMLR 2018 A Lattice Representation of Independence Relations PGM 2018 Algebraic tests of general Gaussian latent tree models NeurIPS 2018 Algorithms for the Nearest Assignment Problem IJCAI 2018 Anatomical Priors in Convolutional Networks for Unsupervised Biomedical Segmentation CVPR 2018 An Empirical Study of Methods for SPN Learning and Inference PGM 2018 An Estimation and Analysis Framework for the Rasch Model ICML 2018