博士算法learning 的相关内容

文章 2024-08-08 来自：开发者社区

【博士每天一篇文献-算法】iCaRL_ Incremental Classifier and Representation Learning

阅读时间：2023-10-27 1 介绍年份：2017作者：Sylvestre-Alvise Rebuffi; Alexander Kolesnikov; Georg Sperl; Christoph H. Lampert ，牛津大学期刊：Proceedings of the IEEE conference on Computer Vision and Pattern Recognitio...

文章 2024-08-08 来自：开发者社区

【博士每天一篇文献-算法】Gradient Episodic Memory for Continual Learning

阅读时间：2023-10-26 1 介绍年份：2017作者：David Lopez-Paz, Marc’Aurelio Ranzato期刊：Part of Advances in Neural Information Processing Systems 30 (NIPS 2017)引用量：2044针对持续学习中灾难性遗忘问题提出一种名为Gradient Episodic Memory（G...

文章 2024-08-08 来自：开发者社区

【博士每天一篇文献-算法】On tiny episodic memories in continual learning

阅读时间：2023-10-22 1 介绍在连续学习中，智能体通过利用先前的经验从一系列任务中学习，并将知识传递给未来的任务。为了成功执行先前的任务，学习者需要记住如何执行它们。一种使学习者具备这种能力的方法是通过存储一个小的记忆，称为情节记忆，该记忆存储了来自先前任务的一些示例，并在训练未来任务时重播这些示例。作者通过实证分析了在每个训练样本仅出现一次的连续学习设置中，小型情节记忆的有效性...

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