Towards interpreting recurrent neural networks through probabilistic abstraction

Author:

Dong Guoliang1,Wang Jingyi1,Sun Jun2,Zhang Yang1,Wang Xinyu1,Dai Ting3,Dong Jin Song4,Wang Xingen1

Affiliation:

1. Zhejiang University

2. Singapore Management University

3. Huawei International Pte Ltd

4. National University of Singapore

Funder

Project of Science and Technology Research and Development Program of China Railway Corporation

Key-Area Research and Development Program of Guangdong Province

Fundamental Research Funds for the Zhejiang University NGICS Platform

National Research Foundation, Prime Minister?s Office, Singapore under its Corporate Laboratory@University Scheme, National University of Singapore, and Singapore Telecommunications Ltd

National Key R&D Program of China

National Research Foundation, Singapore under its AI Singapore Programme

NSFC Program

Publisher

ACM

Reference51 articles.

1. https://pytorch.org/. https://pytorch.org/.

2. https://github.com/dgl-prc/rnn2automata. https://github.com/dgl-prc/rnn2automata.

3. Learning regular sets from queries and counterexamples

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