Yifei Lou

Improvements on Uncertainty Quantification for Node Classification via Distance-Based Regularization

2023 · arXiv (Cornell University)

Deep neural networks have achieved significant success in the last decades, but they are not well-calibrated and often produce unreliable predictions. A large number of literature relies on uncertainty quantification to evaluate the reliability of …