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Bayesian Learning

455 papers

Papers per year

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Papers

A General Class of Transfer Learning Regression without Implementation Cost AAAI 2021
High Dimensional Level Set Estimation with Bayesian Neural Network AAAI 2021
Stochastic Transformer Networks With Linear Competing Units: Application To End-to-End SL Translation ICCV 2021
Prediction by Anticipation: An Action-Conditional Prediction Method Based on Interaction Learning ICCV 2021
Deep kernel processes ICML 2021
Streaming Bayesian Deep Tensor Factorization ICML 2021
Rate-Distortion Analysis of Minimum Excess Risk in Bayesian Learning ICML 2021
What Are Bayesian Neural Network Posteriors Really Like? ICML 2021
BORE: Bayesian Optimization by Density-Ratio Estimation ICML 2021
Addressing Catastrophic Forgetting in Few-Shot Problems ICML 2021
Bayesian Nonparametric Space Partitions: A Survey IJCAI 2021
GemBag: Group Estimation of Multiple Bayesian Graphical Models JMLR 2021
Learning Bayesian Networks from Ordinal Data JMLR 2021
Learning local modules in dynamic networks L4DC 2021
Cautious Bayesian Optimization for Efficient and Scalable Policy Search L4DC 2021
Probabilistic robust linear quadratic regulators with Gaussian processes L4DC 2021
Learning-based feedforward augmentation for steady state rejection of residual dynamics on a nanometer-accurate planar actuator system L4DC 2021
Near-Optimal Data Source Selection for Bayesian Learning L4DC 2021
Bayesian Deep Learning and a Probabilistic Perspective of Generalization NIPS 2020
Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class NIPS 2020
Theory-Based Causal Transfer:Integrating Instance-Level Induction and Abstract-Level Structure Learning AAAI 2020
Specifying Weight Priors in Bayesian Deep Neural Networks with Empirical Bayes AAAI 2020
Infinite ShapeOdds: Nonparametric Bayesian Models for Shape Representations AAAI 2020
BCTH: A Novel Text Hashing Approach via Bayesian Clustering AACL 2020
Neural Gibbs Sampling for Joint Event Argument Extraction AACL 2020