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ShapX Engine: A Demonstration of Shapley Value Approximations

Summary: ShapX Engine evaluates 17 Shapley-value approximations across regression and classification tasks, enabling accurate evaluation. It guides replacement/estimation choices and shows interaction-aware methods yield Shapley values; supports user data/model uploads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7184
Venue
SIGMOD
Year
2025
Pagerank
-
Overall Rank
13,110 | 8.80%
DOI
10.1145/3722212.3725135

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Rank Cited Paper Year Venue Pagerank
10,524 Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data 2025 SIGMOD 4.1945683e-05
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