ASCENT

ASCENT First-Order Optimal Fine-Tuning with Recalibration for Safety–Utility Co-Enhancement ASCENT derives a first-order optimal safety calibration update and the corresponding safety-related structure, optimizes downstream task updates to preserve safety-compatible components while suppressing...