Bayesian & Probabilistic

Unsupervised Visual Domain Adaptation: A Deep Max-Margin Gaussian Process Approach CVPR 2019 Variational Bayesian Multi-Channel Speech Dereverberation Under Noisy Environments with Probabilistic Convolutive Transfer Function Interspeech 2019 Variational Bayes under Model Misspecification NeurIPS 2019 Variational BEJG Solvers for Marginal-MAP Inference with Accurate Approximation of B-Conditional Entropy AAAI 2019 Variational Inference from Ranked Samples with Features ACML 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 XBART: Accelerated Bayesian Additive Regression Trees AISTATS 2019 X-DMM: Fast and Scalable Model Based Text Clustering AAAI 2019 A Bayesian Nonparametric View on Count-Min Sketch NeurIPS 2018 Adaptor Grammars for the Linguist: Word Segmentation Experiments for Very Low-Resource Languages EMNLP 2018 A Data-Efficient Approach to Precise and Controlled Pushing CoRL 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 Faster Sampling Algorithm for Spherical k-means ACML 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