Logic and the $2$-Simplicial Transformer

التفاصيل البيبلوغرافية
العنوان: Logic and the $2$-Simplicial Transformer
المؤلفون: Clift, James, Doryn, Dmitry, Murfet, Daniel, Wallbridge, James
سنة النشر: 2019
المجموعة: Computer Science
Statistics
مصطلحات موضوعية: Computer Science - Machine Learning, Computer Science - Logic in Computer Science, Statistics - Machine Learning
الوصف: We introduce the $2$-simplicial Transformer, an extension of the Transformer which includes a form of higher-dimensional attention generalising the dot-product attention, and uses this attention to update entity representations with tensor products of value vectors. We show that this architecture is a useful inductive bias for logical reasoning in the context of deep reinforcement learning.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/1909.00668
رقم الأكسشن: edsarx.1909.00668
قاعدة البيانات: arXiv