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Bayesian & Probabilistic

3,963 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,252) Variational Inference (802) Gaussian Processes (570) Bayesian Learning (455) Bayesian Optimization (221) Markov Chain Monte Carlo (143) Nonparametric Bayesian (86) Bayesian Networks (81) Conditional Random Fields (5)

Papers per year

9
118
124
394
151
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Papers (including subtopics)

Power-law efficient neural codes provide general link between perceptual bias and discriminability NIPS 2018
Deep Dirichlet Multinomial Regression NAACL 2018
A New and Flexible Approach to the Analysis of Paired Comparison Data JMLR 2018
Can clustering scale sublinearly with its clusters? A variational EM acceleration of GMMs and k-means AISTATS 2018
Ranking Distributions based on Noisy Sorting ICML 2018
Efficient Bayesian Inference of Sigmoidal Gaussian Cox Processes JMLR 2018
Parallel Probabilistic Inference by Weighted Model Counting PGM 2018
Mean Field for the Stochastic Blockmodel: Optimization Landscape and Convergence Issues NIPS 2018
Bucket Renormalization for Approximate Inference ICML 2018
Almost Optimal Algorithms for Linear Stochastic Bandits with Heavy-Tailed Payoffs NIPS 2018
Learning Structural Weight Uncertainty for Sequential Decision-Making AISTATS 2018
On Statistical Optimality of Variational Bayes AISTATS 2018
Analytic solution and stationary phase approximation for the Bayesian lasso and elastic net NIPS 2018
Consistent CCG Parsing over Multiple Sentences for Improved Logical Reasoning NAACL 2018
Inference via Low-Dimensional Couplings JMLR 2018
Robust and Scalable Models of Microbiome Dynamics ICML 2018
Exploiting Graph Regularized Multi-dimensional Hawkes Processes for Modeling Events with Spatio-temporal Characteristics IJCAI 2018
Semi-Supervised Prediction-Constrained Topic Models AISTATS 2018
Naive Bayesian Classifiers with Extreme Probability Features PGM 2018
A Prior-Less Method for Multi-Face Tracking in Unconstrained Videos CVPR 2018
Instance-Specific Bayesian Network Structure Learning PGM 2018
PhraseCTM: Correlated Topic Modeling on Phrases within Markov Random Fields ACL 2018
Bayesian Network Classifiers Under the Ensemble Perspective PGM 2018
INITIATOR: Noise-contrastive Estimation for Marked Temporal Point Process IJCAI 2018
Cascading Sum-Product Networks using Robustness PGM 2018