Robustness guarantees for Bayesian neural networks (invited extended abstract of a keynote speaker)
Bayesian neural networks (BNNs), a family of neural networks with a probability distribution placed on their weights, have the advantage of being able to reason about uncertainty in their predictions as well as data. Their deployment in safety-critical applications demands rigorous robustness guaran...
| 主要作者: | |
|---|---|
| 格式: | Conference item |
| 语言: | English |
| 出版: |
Springer
2022
|