DCSD Decouples Credit Direction and Magnitude in Self-Distillation

Decoupled Credit Self-Distillation (DCSD) separates credit direction from contribution magnitude to prevent teacher judgment errors from polluting student updates. The method uses belief-margin probing to provide more reliable signals during the distillation process.