symmetry-validation-suite

SKILL.md

This skill provides empirical tests to validate symmetry hypotheses. Before committing to an equivariant architecture, you should verify that your claimed symmetries actually hold. This skill gives you concrete testing protocols and metrics.

Why validate? Wrong symmetry assumptions hurt model performance. Too much symmetry over-constrains; missing symmetry wastes capacity.

Gather candidate symmetries from previous discovery work. For each, document: the transformation type, whether invariance or equivariance is expected, and confidence level. Prioritize testing low-confidence hypotheses. If no hypotheses exist, work with user through domain analysis to identify candidate symmetries first.

當您需要憑經驗測試假設的對稱性在您的數據或模型中是否確實成立時使用。當用戶提到測試不變性、驗證等變性、檢查對稱性假設是否正確、調試與對稱性相關的模型故障或在提交等變架構之前需要數據驅動的驗證時調用。提供測試協議和指標。 來源：lyndonkl/claude。

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