BriefGPT.xyz
May, 2017
深度生成回放的持续学习
Continual Learning with Deep Generative Replay
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Hanul Shin, Jung Kwon Lee, Jaehong Kim, Jiwon Kim
TL;DR
本文提出一种新的深度学习框架Deep Generative Replay来解决在实现万能人工智能时的一个长期问题：灾难性遗忘。通过引入灵感于灵长类大脑海马体的短期记忆系统，在该框架中包含一个生成模型和一个任务求解模型，并在图像分类任务中进行了相关实验和测试。
Abstract
Attempts to train a comprehensive
artificial intelligence
capable of solving multiple tasks have been impeded by a chronic problem called
catastrophic forgetting
. Although simply replaying all previous data allev
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