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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Yu-Feng Li

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Book Open access Aug 2026

Mitigating Neuro-Symbolic Reasoning Shortcuts with Data-Driven Knowledge Augmentation

A novel method called DKA is presented, which introduces a limited set of concept-supervised data to enhance the knowledge base, effectively solving the reasoning shortcut problem and improving the applicability of the NeSy system.

Yu-Feng Li, Xiao-Wen Yang, Wenda Wei et al. · 0 citations
Book Open access Aug 2026

Mitigating Neuro-Symbolic Reasoning Shortcuts with Data-Driven Knowledge Augmentation

Recent advancements in neuro-symbolic learning (NeSy) have shown significant promise in integrating deep learning with symbolic reasoning, offering both interpretability and generalization. However, the prevalence of reasoning shortcuts, where the NeSy system predicts incorrect intermediate concepts while maintaining h...

Yu-Feng Li, Xiaowen Yang, Wenda Wei et al. · 0 citations

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