Decision-guided weighted automata extraction from recurrent neural networks

• Main Authors: ZHANG, Xiyue, DU, Xiaoning, XIE, Xiaofei, MA, Lei, LIU, Yang, SUN, Meng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7113; https://ink.library.smu.edu.sg/context/sis_research/article/8116/viewcontent/17391_Article_Text_20885_1_2_20210518.pdf
• Institution: Singapore Management University

Recurrent Neural Networks (RNNs) have demonstrated their effectiveness in learning and processing sequential data (e.g., speech and natural language). However, due to the black-box nature of neural networks, understanding the decision logic of RNNs is quite challenging. Some recent progress has been...