Decoupling Knowledge and Privacy: Post-Task Self-Distillation Replay for LLM Continual Learning.

arXiv:2609.29711v1 Announce Type: cross Abstract: Privacy-preserving continual learning (PPCL) must reduce the reproduction of sensitive content while retaining useful knowledge across sequential tasks. Formal privacy guarantees characterize randomized mechani