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r/MachineLearning· /u/ifaposto·· 6 小时前AI 评分18

自蒸馏除 EMA 外还有哪些教师模型?[R]

Teachers other than EMA for distillation ? [R]

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有研究者向社区提问:自蒸馏方法(如 Self-Distillation Fine Tuning,SDFT)通常用 EMA 教师模型提供同步且稳定的目标,是否存在其他类型的教师模型,既能随学生模型一同改进,又能保持稳定、防止学生模型漂移。发帖者希望获得相关论文与代码仓库链接。

正文

Hi guys,

Self-distillation methods, see Self-Distillation Fine Tuning SDFT, usually use an EMA (Exponential Moving Average) teacher to get synced and stable targets. I wanted to ask the community for research papers/ works that consider different types of teachers that also hold these properties (they eventually also improve along with student) but are stable (prevent student from drifting).

any links to repos/ papers would be appreciated.

thanks!

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来源:r/MachineLearning · reddit.com