RLogic: Recursive Logical Rule Learning from Knowledge Graphs

Author:

Cheng Kewei1,Liu Jiahao2,Wang Wei1,Sun Yizhou1

Affiliation:

1. University of California, Los Angeles, Los Angeles, CA, USA

2. Brown University, Providence, RI, USA

Funder

NSF

NIH

NIH/NIBIB

Publisher

ACM

Reference44 articles.

1. Somak Aditya , Yezhou Yang , and Chitta Baral . 2019. Integrating knowledge and reasoning in image understanding. arXiv preprint arXiv:1906.09954 ( 2019 ). Somak Aditya, Yezhou Yang, and Chitta Baral. 2019. Integrating knowledge and reasoning in image understanding. arXiv preprint arXiv:1906.09954 (2019).

2. Dzmitry Bahdanau , Kyunghyun Cho , and Yoshua Bengio . 2014. Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473 ( 2014 ). Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio. 2014. Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473 (2014).

3. Antoine Bordes Nicolas Usunier Alberto Garcia-Duran Jason Weston and Oksana Yakhnenko. 2013. Translating embeddings for modeling multi-relational data. In Advances in neural information processing systems. 2787--2795. Antoine Bordes Nicolas Usunier Alberto Garcia-Duran Jason Weston and Oksana Yakhnenko. 2013. Translating embeddings for modeling multi-relational data. In Advances in neural information processing systems. 2787--2795.

4. Kewei Cheng Ziqing Yang Ming Zhang and Yizhou Sun. [n. d.]. UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference. ([n. d.]). Kewei Cheng Ziqing Yang Ming Zhang and Yizhou Sun. [n. d.]. UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference. ([n. d.]).

5. Rajarshi Das , Shehzaad Dhuliawala , Manzil Zaheer , Luke Vilnis , Ishan Durugkar , Akshay Krishnamurthy , Alex Smola , and Andrew McCallum . 2017. Go for a walk and arrive at the answer: Reasoning over paths in knowledge bases using reinforcement learning. arXiv preprint arXiv:1711.05851 ( 2017 ). Rajarshi Das, Shehzaad Dhuliawala, Manzil Zaheer, Luke Vilnis, Ishan Durugkar, Akshay Krishnamurthy, Alex Smola, and Andrew McCallum. 2017. Go for a walk and arrive at the answer: Reasoning over paths in knowledge bases using reinforcement learning. arXiv preprint arXiv:1711.05851 (2017).

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2. Neural-Symbolic Methods for Knowledge Graph Reasoning: A Survey;ACM Transactions on Knowledge Discovery from Data;2024-08-12

3. Fair-RGNN: Mitigating Relational Bias on Knowledge Graphs;ACM Transactions on Knowledge Discovery from Data;2024-07-31

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