Conformalized Neural Networks for Federated Uncertainty Quantification under Dual Heterogeneity

Quang-Huy Nguyen, Jiaqi Wang, Wei-Shinn Ku

Federated learning (FL) faces challenges in uncertainty quantification (UQ). Without reliable UQ, FL systems risk deploying overconfident models at under-resourced agents, leading…