Bayesian & Probabilistic

Infinite-Horizon Gaussian Processes NeurIPS 2018 Information-theoretic Limits for Community Detection in Network Models NeurIPS 2018 INITIATOR: Noise-contrastive Estimation for Marked Temporal Point Process IJCAI 2018 Instance-Specific Bayesian Network Structure Learning PGM 2018 Interactive Optimal Teaching with Unknown Learners IJCAI 2018 Joint Learning of Phenotypes and Diagnosis-Medication Correspondence via Hidden Interaction Tensor Factorization IJCAI 2018 Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions JMLR 2018 Label-Sensitive Task Grouping by Bayesian Nonparametric Approach for Multi-Task Multi-Label Learning IJCAI 2018 Large-Scale Cox Process Inference using Variational Fourier Features ICML 2018 Large-Scale Sparse Inverse Covariance Estimation via Thresholding and Max-Det Matrix Completion ICML 2018 Large-Scale Stochastic Sampling from the Probability Simplex NeurIPS 2018 Learning a latent manifold of odor representations from neural responses in piriform cortex NeurIPS 2018 Learning a Mixture of Two Multinomial Logits ICML 2018 Learning and Testing Causal Models with Interventions NeurIPS 2018 Learning Bayesian Networks by Branching on Constraints PGM 2018 Learning Gaussian Processes by Minimizing PAC-Bayesian Generalization Bounds NeurIPS 2018 Learning in Integer Latent Variable Models with Nested Automatic Differentiation ICML 2018 Learning Latent Semantic Annotations for Grounding Natural Language to Structured Data EMNLP 2018 Learning latent variable structured prediction models with Gaussian perturbations NeurIPS 2018 Learning Non-parametric Markov Networks with Mutual Information PGM 2018 Learning Signed Determinantal Point Processes through the Principal Minor Assignment Problem NeurIPS 2018 Learning Structural Weight Uncertainty for Sequential Decision-Making AISTATS 2018 Leveraging Latent Label Distributions for Partial Label Learning IJCAI 2018 Lifted Weighted Mini-Bucket NeurIPS 2018 Limits of Estimating Heterogeneous Treatment Effects: Guidelines for Practical Algorithm Design ICML 2018