Shapley-value anomaly tests equal simpler single-term tests for independent sensors but differ for correlated bivariate Gaussians, with strict superiority or inferiority depending on correlation sign.
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In binary unbiased local coordination games, average disagreement ≤ ε implies the graph is (O(ε log(1/ε)), r)-amenable.
Difference-in-differences analysis around ChatGPT release shows commoditization of labor in AI-exposed job categories on Upwork, with declining human capital importance and rising price importance.
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Statistical Analysis of using the Shapley Value for Sensor Anomaly Localization with Accurate Classifiers
Shapley-value anomaly tests equal simpler single-term tests for independent sensors but differ for correlated bivariate Gaussians, with strict superiority or inferiority depending on correlation sign.
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Improved Amenability Bounds for Local Coordination Games
In binary unbiased local coordination games, average disagreement ≤ ε implies the graph is (O(ε log(1/ε)), r)-amenable.
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Human Capital, AI, and Labor Commoditization
Difference-in-differences analysis around ChatGPT release shows commoditization of labor in AI-exposed job categories on Upwork, with declining human capital importance and rising price importance.