2 papers
cs.AI2026
CLARK: Closed-loop Learning for Adaptive Reasoning over Knowledge Graphs
Yousef Khan, Luca Gherardini, Marco Maratea +2
Machine Learning models are widely used for automating classification tasks by extracting statistical patterns from data. However, their performance deteriorates if the data distri…
cs.LG2026
A feature-stable and explainable machine learning framework for trustworthy decision-making under incomplete clinical data
Justyna Andrys-Olek, Paulina Tworek, Luca Gherardini +4
Machine learning models are increasingly applied to biomedical data, yet their adoption in high stakes domains remains limited by poor robustness, limited interpretability, and ins…