Caliber: Cross-Architecture Extraction-Cost Control for Score-Returning APIs

Chi Wang, Hanwen Wang, Yu Xia +2

We present Caliber, an output-perturbation defense against model extraction that formulates noise selection as a calibration problem: how much the defense degrades the supervision…