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Oct, 2022
含逻辑规则推理的自解释深度模型
Self-explaining deep models with logic rule reasoning
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Seungeon Lee, Xiting Wang, Sungwon Han, Xiaoyuan Yi, Xing Xie...
TL;DR
该研究提出 SELOR 框架，将自说明能力集成到给定的深度模型中，实现高预测性能和人类精度，并且不需要预定义逻辑规则集或人工注释，同时保持深度学习模型的性能，从而更接近于人类决策逻辑。
Abstract
We present
selor
, a framework for integrating
self-explaining capabilities
into a given deep model to achieve both high prediction performance and
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