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.

当您需要凭经验测试假设的对称性在您的数据或模型中是否确实成立时使用。当用户提到测试不变性、验证等变性、检查对称性假设是否正确、调试与对称性相关的模型故障或在提交等变架构之前需要数据驱动的验证时调用。提供测试协议和指标。 来源：lyndonkl/claude。

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