Science TreeSHAP avoids the sampling variance issues inherent in kernel-based SHAPapproximations. Steven HaynesApril 29, 20260 Outline Introduction: The challenge of model interpretability and the trade-off between KernelSHAP and TreeSHAP. Key Concepts: Defining Shapley values, the…