Target-Agnostic Calibration under Distribution Shift with Frequency-Aware Gradient Rectification

Yilin Zhang, Cai Xu, You Wu +2

Real-world model deployments inevitably encounter distribution shifts, rendering the confidence estimates of deep neural networks highly unreliable, posing severe risks in safety-c…