DistillGuard: Evaluating Defenses Against LLM Knowledge Distillation

Bo Jiang

Knowledge distillation from proprietary LLM APIs poses a growing threat to model providers, yet defenses against this attack remain fragmented and unevaluated. We present DistillGu…