2 papers
cs.LG2026
CERBO: Certified Recourse at a Requested Rate for Gradient-Boosted Trees
Farhan Shahriyar Hossain, Taufikur Rahman Fuad, Md. Zarif Bin Hasnat +2
Recourse-aware learning trains models so that people who receive an adverse decision can reverse it with an affordable change. For gradient-boosted decision trees (GBDTs), the exis…
cs.LG2026
The Selection Rule Decides the Winner: A Pre-Registered Audit of Open-Set Graph Anomaly Detection
Farhan Shahriyar Hossain, Taufikur Rahman Fuad, Md Abrar Jahin +1
Open-set graph anomaly detection trains on a few labeled anomalies from one class and must also find anomaly classes that were never labeled. Published results share three conventi…