A Symmetry-Aware Exploration of Bayesian Neural Network PosteriorsInternational Conference on Learning Representations (ICLR), 2023 |
Density Uncertainty Layers for Reliable Uncertainty EstimationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |
Guided Deep Kernel LearningConference on Uncertainty in Artificial Intelligence (UAI), 2023 |
On double-descent in uncertainty quantification in overparametrized
modelsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 |
Active Learning in Bayesian Neural Networks with Balanced Entropy
Learning PrincipleInternational Conference on Learning Representations (ICLR), 2021 |
Learning Prediction Intervals for Model PerformanceAAAI Conference on Artificial Intelligence (AAAI), 2020 |
Hands-on Bayesian Neural Networks -- a Tutorial for Deep Learning UsersIEEE Computational Intelligence Magazine (IEEE CIM), 2020 |
Fast Predictive Uncertainty for Classification with Bayesian Deep
NetworksConference on Uncertainty in Artificial Intelligence (UAI), 2020 |
Being Bayesian, Even Just a Bit, Fixes Overconfidence in ReLU NetworksInternational Conference on Machine Learning (ICML), 2020 |