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stat.ML2026
Shapley Value Estimation for Multi-Site Data with Blockwise-Missing Features
Siqi Li, Wangxuan Fan, Yiming Li +2
Shapley value (SV)-based methods are the prevailing framework for feature attribution in machine learning, yet existing population-level Shapley estimators generally assume that ob…
stat.ML2025★ 1 cited
SIM-Shapley: A Stable and Computationally Efficient Approach to Shapley Value Approximation
Wangxuan Fan, Siqi Li, Doudou Zhou +4
Explainable artificial intelligence (XAI) is essential for trustworthy machine learning (ML), particularly in high-stakes domains such as healthcare and finance. Shapley value (SV)…