博士算法continual 的相关内容

文章 2024-08-09 来自：开发者社区

【博士每天一篇文献-算法】连续学习算法之HNet：Continual learning with hypernetworks

阅读时间：2023-12-26 1 介绍年份：2019作者：Johannes von Oswald，Google Research；Christian Henning，EthonAI AG；Benjamin F. Grewe，苏黎世联邦理工学院神经信息学研究所期刊：未发表引用量：379Von Oswald J, Henning C, Grewe B F, et al. Continual...

文章 2024-08-09 来自：开发者社区

【博士每天一篇文献-算法】改进的PNN架构Progressive learning A deep learning framework for continual learning

阅读时间：2023-12-24 1 介绍年份：2020作者：Haytham Fayek,Lawrence Cavedon,Hong Ren Wu,皇家墨尔本理工大学计算机技术学院期刊： Neural Networks引用量：43Fayek H M, Cavedon L, Wu H R. Progressive learning: A deep learning framework for ...

文章 2024-08-08 来自：开发者社区

【博士每天一篇论文-算法】Continual Learning Through Synaptic Intelligence，SI算法

阅读时间：2023-11-23 1 介绍年份：2017作者：Friedemann Zenke，巴塞尔大学弗里德里希·米歇尔研究所(FMI) Ben Poole，谷歌 DeepMind 研究科学家期刊： International conference on machine learning. PMLR引用量：2309 这篇论文介绍了受生物神经网络启发的智能突触，用于解决人工神经网络（AN...

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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