We provide rigorous proofs that the Integrated Gradients (IG) attribution method for deep networks satisfies completeness and symmetry-preserving properties. We also study the uniqueness of IG as a path method preserving symmetry.
翻译:我们严格证明深层网络的“综合梯度”归属方法符合完整性和对称保留特性。 我们还研究“综合梯度”作为保持对称性路径方法的独特性。