2026
WATS: Wavelet-Aware Temperature Scaling for Reliable Graph Neural Networks
ICLR 2026poster
Graph Neural Networks (GNNs) have demonstrated strong predictive performance on relational data; however, their confidence estimates often misalign with actual predictive correctness, posing significant limitations for deployment in safety-critical settings. While existing graph-aware calibration me…