Bayesian & Probabilistic

Efficient Automatic Perception System Parameter Tuning On Site without Expert Supervision CoRL 2017 Efficient Inference for Untied MLNs IJCAI 2017 Efficient Weighted Model Integration via SMT-Based Predicate Abstraction IJCAI 2017 Entity Suggestion with Conceptual Expanation IJCAI 2017 ES-LDA: Entity Summarization using Knowledge-based Topic Modeling IJCNLP 2017 Event extraction from Twitter using Non-Parametric Bayesian Mixture Model with Word Embeddings EACL 2017 Exact Inference for Integer Latent-Variable Models ICML 2017 Exact MAP Inference by Avoiding Fractional Vertices ICML 2017 Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian Models NeurIPS 2017 Expectation Propagation with Stochastic Kinetic Model in Complex Interaction Systems NeurIPS 2017 Extending Model-based Policy Gradients for Robots in Heteroscedastic Environments CoRL 2017 Extracting and Understanding Contrastive Opinion through Topic Relevant Sentences IJCNLP 2017 Factorial Modeling for Effective Suppression of Directional Noise Interspeech 2017 Faithfulness of Probability Distributions and Graphs JMLR 2017 Fast amortized inference of neural activity from calcium imaging data with variational autoencoders NeurIPS 2017 Fast Black-box Variational Inference through Stochastic Trust-Region Optimization NeurIPS 2017 Faster Greedy MAP Inference for Determinantal Point Processes ICML 2017 Fast Sparse Gaussian Markov Random Fields Learning Based on Cholesky Factorization IJCAI 2017 f-GANs in an Information Geometric Nutshell NeurIPS 2017 Filtering Variational Objectives NeurIPS 2017 From Bayesian Sparsity to Gated Recurrent Nets NeurIPS 2017 From Segmentation to Analyses: a Probabilistic Model for Unsupervised Morphology Induction EACL 2017 Gain Compensation for Fast i-Vector Extraction Over Short Duration Interspeech 2017 Gaussian process based nonlinear latent structure discovery in multivariate spike train data NeurIPS 2017 GP CaKe: Effective brain connectivity with causal kernels NeurIPS 2017