NeuralSymbolicPapers(Personnal Usage)

Paper collections of neural-symbolic methods.

Survey

1. Neural-Symbolic Learning and Reasoning: A Survey and Interpretation. Tarek R. Besold, Artur d'Avila Garcez, Sebastian Bader, Howard Bowman, Pedro Domingos, Pascal Hitzler, Kai-Uwe Kuehnberger, Luis C. Lamb, Daniel Lowd, Priscila Machado Vieira Lima, Leo de Penning, Gadi Pinkas, Hoifung Poon, Gerson Zaverucha [pdf] 2017.11

Papers

1. Neural Module Networks. Jacob Andreas, Marcus Rohrbach, Trevor Darrell, Dan Klein [pdf] 2015.11

2. Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding. Kexin Yi, Jiajun Wu, Chuang Gan, Antonio Torralba, Pushmeet Kohli, Joshua B. Tenenbaum [pdf] 2018.10

3. Neural Module Networks for Reasoning over Text. Nitish Gupta, Kevin Lin, Dan Roth, Sameer Singh, Matt Gardner [pdf] 2019.12

4. Neural Symbolic Reader: Scalable Integration of Distributed and Symbolic Representations for Reading Comprehension. Xinyun Chen, Chen Liang, Adams Wei Yu, Denny Zhou, Dawn Song, Quoc V. Le [pdf] 2020.2

5. Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval. Uri Alon, Frank F. Xu, Junxian He, Sudipta Sengupta, Dan Roth, Graham Neubig [pdf] 2022.1

6. Neural-Symbolic Models for Logical Queries on Knowledge Graphs. Zhaocheng Zhu, Mikhail Galkin, Zuobai Zhang, Jian Tang [pdf] 2022.5