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---
title: "持续学习 (Continual Learning)"
created: 2026-06-03
updated: 2026-06-03
type: concept
tags: [continual-learning, lifelong-learning, forgetting]
status: placeholder
---
# 持续学习 (Continual Learning)
> ⚠️ 占位符页面 — 待完善
持续学习又名终身学习Lifelong Learning是指模型在连续数据流上逐步学习新知识而不遗忘旧知识的能力。核心挑战是 [[catastrophic-forgetting|灾难性遗忘]]。
在 LLM 的后训练语境中,持续指令微调可能导致已有知识和推理能力的退化。
## 相关概念
- [[catastrophic-forgetting|灾难性遗忘]]
- [[data-replay|数据回放]]
- [[evolving-knowledge-injection|进化知识注入]]
- [[knowledge-retention|知识保留]]