Uncertainty Propagation through Trained Deep Neural Networks Using Factor Graphs

Angel Daruna, Yunye Gong, Abhinav Rajvanshi +2

Predictive uncertainty estimation remains a challenging problem precluding the use of deep neural networks as subsystems within safety-critical applications. Aleatoric uncertainty…