2 papers
cs.LG2026
Is BatchEnsemble a Single Model? On Calibration and Diversity of Efficient Ensembles
Anton Zamyatin, Patrick Indri, Sagar Malhotra +1
In resource-constrained and low-latency settings, uncertainty estimates must be efficiently obtained. Deep Ensembles provide robust epistemic uncertainty (EU) but require training…
cs.LG2025
Probably Approximately Global Robustness Certification
Peter Blohm, Patrick Indri, Thomas Gärtner +1
We propose and investigate probabilistic guarantees for the adversarial robustness of classification algorithms. While traditional formal verification approaches for robustness are…