Probabilistic Modeling

Tensorial Change Analysis Using Probabilistic Tensor Regression AAAI 2019 Tensor Monte Carlo: Particle Methods for the GPU era NeurIPS 2019 Tensor Variable Elimination for Plated Factor Graphs ICML 2019 textTOvec: DEEP CONTEXTUALIZED NEURAL AUTOREGRESSIVE TOPIC MODELS OF LANGUAGE WITH DISTRIBUTED COMPOSITIONAL PRIOR ICLR 2019 The Functional Neural Process NeurIPS 2019 Theoretical guarantees for sampling and inference in generative models with latent diffusions COLT 2019 The problem with probabilistic DAG automata for semantic graphs NAACL 2019 The Relative Complexity of Maximum Likelihood Estimation, MAP Estimation, and Sampling COLT 2019 The Trajectron: Probabilistic Multi-Agent Trajectory Modeling With Dynamic Spatiotemporal Graphs ICCV 2019 Toeplitz Inverse Covariance Based Robust Speaker Clustering for Naturalistic Audio Streams Interspeech 2019 Towards Hardware-Aware Tractable Learning of Probabilistic Models NeurIPS 2019 U-CAM: Visual Explanation Using Uncertainty Based Class Activation Maps ICCV 2019 Uncertainty on Asynchronous Time Event Prediction NeurIPS 2019 Uniform Error Bounds for Gaussian Process Regression with Application to Safe Control NeurIPS 2019 Universal Boosting Variational Inference NeurIPS 2019 Unsupervised Fake News Detection on Social Media: A Generative Approach AAAI 2019 Using Domain Knowledge to Overcome Latent Variables in Causal Inference from Time Series MLHC 2019 Variance Networks: When Expectation Does Not Meet Your Expectations ICLR 2019 Variational Bayesian Multi-Channel Speech Dereverberation Under Noisy Environments with Probabilistic Convolutive Transfer Function Interspeech 2019 Variational Bayesian Phylogenetic Inference ICLR 2019 Variational BEJG Solvers for Marginal-MAP Inference with Accurate Approximation of B-Conditional Entropy AAAI 2019 Variational Domain Adversarial Learning for Speaker Verification Interspeech 2019 Variational Hierarchical User-based Conversation Model EMNLP 2019 Variational Implicit Processes ICML 2019 Variational Inference for sparse network reconstruction from count data ICML 2019