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Bayesian & Probabilistic

4,335 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,599) Bayesian Learning (1,663) Bayesian Inference (523) Variational Inference (107) Gaussian Processes (6) Bayesian Networks (5)

Papers per year

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Papers (including subtopics)

Fast Greedy MAP Inference for Determinantal Point Process to Improve Recommendation Diversity NIPS 2018
Wasserstein Variational Inference NIPS 2018
Variational Fourier Features for Gaussian Processes JMLR 2018
Algebraic tests of general Gaussian latent tree models NIPS 2018
Thermostat-assisted continuously-tempered Hamiltonian Monte Carlo for Bayesian learning NIPS 2018
Inferring Latent Velocities from Weather Radar Data using Gaussian Processes NIPS 2018
A Bayesian Latent Variable Model of User Preferences with Item Context IJCAI 2018
Unsupervised Image-to-Image Translation Using Domain-Specific Variational Information Bound NIPS 2018
Constant-Time Predictive Distributions for Gaussian Processes ICML 2018
Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data AISTATS 2018
Quotient Normalized Maximum Likelihood Criterion for Learning Bayesian Network Structures AISTATS 2018
Adversarial Distillation of Bayesian Neural Network Posteriors ICML 2018
Dirichlet-based Gaussian Processes for Large-scale Calibrated Classification NIPS 2018
Variational Inference with Tail-adaptive f-Divergence NIPS 2018
Nested CRP with Hawkes-Gaussian Processes AISTATS 2018
End-to-End Learning for the Deep Multivariate Probit Model ICML 2018
Coupled Variational Bayes via Optimization Embedding NIPS 2018
Nonparametric learning from Bayesian models with randomized objective functions NIPS 2018
Variational Inference and Deep Generative Models ACL 2018
Learning Others' Intentional Models in Multi-Agent Settings Using Interactive POMDPs NIPS 2018
Classification of Moral Foundations in Microblog Political Discourse ACL 2018
Meta-Learning MCMC Proposals NIPS 2018
Sound Abstraction and Decomposition of Probabilistic Programs ICML 2018
Modeling Interpersonal Influence of Verbal Behavior in Couples Therapy Dyadic Interactions INTERSPEECH 2018
Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent ICML 2018