Decker, Thomas

6 publications

NeurIPS 2025 Improving Perturbation-Based Explanations by Understanding the Role of Uncertainty Calibration Thomas Decker, Volker Tresp, Florian Buettner

AISTATS 2025 Incremental Uncertainty-Aware Performance Monitoring with Active Labeling Intervention Alexander Koebler, Thomas Decker, Ingo Thon, Volker Tresp, Florian Buettner

ICLRW 2025 Why Uncertainty Calibration Matters for Reliable Perturbation-Based Explanations Thomas Decker, Volker Tresp, Florian Buettner

NeurIPSW 2024 Incremental Uncertainty-Aware Performance Monitoring with Labeling Intervention Alexander Koebler, Thomas Decker, Ingo Thon, Volker Tresp, Florian Buettner

ICML 2024 Provably Better Explanations with Optimized Aggregation of Feature Attributions Thomas Decker, Ananta R. Bhattarai, Jindong Gu, Volker Tresp, Florian Buettner

NeurIPSW 2023 Towards Explanatory Model Monitoring Alexander Koebler, Thomas Decker, Michael Lebacher, Ingo Thon, Volker Tresp, Florian Buettner