BriefGPT.xyz
Dec, 2021
使用动态扩展图模型的终身生成建模
Lifelong Generative Modelling Using Dynamic Expansion Graph Model
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Fei Ye, Adrian G. Bors
TL;DR
本文研究了VAEs在学习多个任务时存在的知识遗忘问题,提出了使用GR和ENA方法的联合模型DEGM。通过理论分析,我们发现DEGM得到了最佳表现,同时减少了所需参数的数量。
Abstract
variational autoencoders
(VAEs) suffer from degenerated performance, when learning several successive tasks. This is caused by catastrophic forgetting. In order to address the knowledge loss, VAEs are using either
gener
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