Author

Samuele Bortolotti

University of Trento

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#artificial intelligence Preprint Oct 2026

Auto-Formalizing Neuro-Symbolic Predictors

Neuro-Symbolic (NeSy) predictors incorporate prior knowledge into the prediction process of neural networks, ensuring that outputs satisfy specified constraints, making them particularly suitable for high-stakes applications where compliance with domain knowledge is essential. A key bottleneck in this paradigm is the a...

Samuele Bortolotti, Wei-Xin Chen, Han Zhao et al. · 0 citations

Review Open access Jul 2026

Symbol Grounding in Neuro-Symbolic AI: A Gentle Introduction to Reasoning Shortcuts

This overview addresses this issue by providing a gentle introduction to RSs, discussing their causes and consequences in intuitive terms, and details methods for dealing with RSs, including mitigation and awareness strategies, and maps their benefits and limitations.

E. Marconato, Samuele Bortolotti, Emile van Krieken et al. · Journal of Artificial Intell... · 1 citation