忘记学习逻辑程序

Nov, 2019

Forgetting to learn logic programs

Andrew Cropper

TL;DR本文提出使用多任务学习自动获取背景知识的方法，同时探讨是否删除背景知识对于归纳逻辑编程学习器的性能有所提升。实验结果表明，在学习过多于10,000个任务后，使用 Forgetgol 方法会优于其他方法。

Abstract

Most program induction approaches require predefined, often hand-engineered, background knowledge (BK). To overcome this limitation, we explore methods to automatically acquire BK through multi-task learning. In