2 papers
cs.LG2026
Expectation Consistency Loss: Rethink Confidence Calibration under Covariate Shift
Jinzong Dong, Zhaohui Jiang, Bo Yang
Confidence calibration for classification models is vital in safety-critical decision-making scenarios and has received extensive attention. General confidence calibration methods…
cs.AI2026
Uncertainty-Aware Trip Purpose Inference from GPS Trajectories via POI Semantic Zones and Pareto Calibration
Bo Yang, Haoxuan Ma, Yifan Liu +4
Large-scale GPS trajectory data offer rich observations of human mobility, yet assigning trip purposes to detected stops remains challenging due to the absence of individual-level…