2026
Position: Explanation Stability Is a Property of the Model–Method Pair, Not the Model
ICML 2026poster
This position paper argues that explanation stability claims are scientifically invalid without cross-method validation. Just as statistical significance requires specifying the test statistic, stability must be validated across multiple attribution paradigms or explicitly scoped to a single method’…