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Bayesian Learning

455 directly classified papers

Papers per year

Papers

Theory-Based Causal Transfer:Integrating Instance-Level Induction and Abstract-Level Structure Learning AAAI 2020
Learning Big Gaussian Bayesian Networks: Partition, Estimation and Fusion JMLR 2020
On a possibility of gradual model-learning PGM 2020
Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class NIPS 2020
Empirical Priors for Prediction in Sparse High-dimensional Linear Regression JMLR 2020
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances ICML 2020
Scalable Bayesian Network Structure Learning via Maximum Acyclic Subgraph PGM 2020
Bayesian Sparsification of Deep C-valued Networks ICML 2020
BaKer-Nets: Bayesian Random Kernel Mapping Networks IJCAI 2020
Interactive Anomaly Detection in Mixed Tabular Data using Bayesian Networks PGM 2020
Bayesian Loss for Crowd Count Estimation With Point Supervision ICCV 2019
Fast Iterative Combinatorial Auctions via Bayesian Learning AAAI 2019
Bayesian Learning of Neural Network Architectures AISTATS 2019
XBART: Accelerated Bayesian Additive Regression Trees AISTATS 2019
Variational Inference of Penalized Regression with Submodular Functions UAI 2019
Bayesian Optimization Meets Riemannian Manifolds in Robot Learning CORL 2019
Inferring Task Goals and Constraints using Bayesian Nonparametric Inverse Reinforcement Learning CORL 2019
Interaction Detection with Bayesian Decision Tree Ensembles AISTATS 2019
BeamSeg: A Joint Model for Multi-Document Segmentation and Topic Identification CONLL 2019
Dependent relevance determination for smooth and structured sparse regression JMLR 2019
Subspace Inference for Bayesian Deep Learning UAI 2019
Variational Training for Large-Scale Noisy-OR Bayesian Networks UAI 2019
Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation UAI 2019
A Bayesian Approach to Robust Reinforcement Learning UAI 2019
Learning Diverse Bayesian Networks AAAI 2019