symmetry-validation-suite

What problem does it solve?

This Skill provides empirical tests to validate hypothesized symmetries in your data or model, preventing performance degradation from incorrect symmetry assumptions.

Core Features & Use Cases

• Invariance/Equivariance Testing: Quantitatively measure if your model's outputs remain unchanged or transform predictably under specific data transformations.
• Group Structure Verification: Ensure that the transformations you are testing actually form a valid mathematical group.
• Use Case: Before building a complex equivariant neural network for 3D point clouds, use this Skill to confirm that your data exhibits the expected rotational and translational symmetries.

Quick Start

Use the symmetry-validation-suite skill to test for 90-degree rotation invariance on a batch of images.