Statements (23)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
research
|
| gptkbp:appliesTo |
autonomous vehicles
finance healthcare |
| gptkbp:concerns |
generalization
model robustness resilience to noise |
| gptkbp:focusesOn |
outlier detection
uncertainty quantification adversarial robustness distributional shift model reliability |
| gptkbp:goal |
improve model performance under perturbations
increase trustworthiness of AI systems |
| https://www.w3.org/2000/01/rdf-schema#label |
Robust Machine Learning
|
| gptkbp:relatedTo |
gptkb:Machine_Learning
|
| gptkbp:uses |
data augmentation
ensemble methods adversarial training robust optimization regularization techniques |
| gptkbp:bfsParent |
gptkb:Max_Planck_Institute_for_Intelligent_Systems
|
| gptkbp:bfsLayer |
3
|