akweury/NeSy-PI

This is a dataset repository for the paper:

Neuro-Symbolic Predicate Invention: Learning Relational Concepts from Visual Scenes

Authors: Jingyuan Sha, Hikaru Shindo, Kristian Kersting, Devendra Singh Dhami.

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The source code is on the github, please click here.

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Dataset Category

Simple Pattern

• close
• diagonal
• three same
• two pairs

The result of Simple Patterns is shown as follows:

Pattern	Recall	Precision
Close	0.91	0.99
Diagonal	1.00	1.00
Same	0.95	1.00
Two Pairs	0.96	1.00

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Complex Pattern (to be uploaded)

• Check Mark
• Parallel
• Perpendicular
• Square

Alphabet Pattern (to be uploaded)

From letter A-Z (upper case), a-z (lower case).

If you have interest about this work, please consider cite:

@article{cite-key,
    author = {Sha, Jingyuan and Shindo, Hikaru and Kersting, Kristian and Dhami, Devendra Singh},
    journal = {Neurosymbolic Artificial Intelligence},
    number = {Preprint},
    pages = {1--26},
    title = {Neuro-symbolic Predicate Invention: Learning relational concepts from visual scenes},
    volume = {Preprint},
    year = {2024}}