Search Results for author: Yu-Xuan Huang

Found 2 papers, 2 papers with code

Deciphering Raw Data in Neuro-Symbolic Learning with Provable Guarantees

1 code implementation21 Aug 2023 Lue Tao, Yu-Xuan Huang, Wang-Zhou Dai, Yuan Jiang

Neuro-symbolic hybrid systems are promising for integrating machine learning and symbolic reasoning, where perception models are facilitated with information inferred from a symbolic knowledge base through logical reasoning.

Logical Reasoning

Fast Abductive Learning by Similarity-based Consistency Optimization

1 code implementation NeurIPS 2021 Yu-Xuan Huang, Wang-Zhou Dai, Le-Wen Cai, Stephen Muggleton, Yuan Jiang

To utilize the raw inputs and symbolic knowledge simultaneously, some recent neuro-symbolic learning methods use abduction, i. e., abductive reasoning, to integrate sub-symbolic perception and logical inference.

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