Neuro-Symbolic/Neural-Symbolic

What is NeSy?

Neuro-Symbolic/Neurosymbolic/Neural-Symbolic.

A NeSy system is a neural network constructed from a data base (D) and a knowledge base (K). This is to combine the powers of learning and reasoning to offer robust capability to make decisions under uncertainty. The advantages of NeSy can be:

• Transparency/Intepretability:
• Problem solving: Solve harder and more complex problems.
• Robustness: Ability to deal with changing situation and adversarial attacks.

These are among the research topics that NeSy researchers (including me) are investigating.

Benchmark

• The Animal-AI Testbed http://animalaiolympics.com/AAI/
• CLEVRER[http://clevrer.csail.mit.edu/]
• additionKB
• compareKB
• partofKB
• Cora [https://relational.fit.cvut.cz/dataset/CORA]
• Visual genome[https://visualgenome.org/]
• Nations, Kinship, UMLS
• Promoter[https://archive.ics.uci.edu/ml/datasets/Molecular+Biology+(Promoter+Gene+Sequences)]