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 dirichlet abstraction



Model Shapley: Equitable Model Valuation with Black-box Access Xinyi Xu, Thanh Lam

Neural Information Processing Systems

ML models call for an equitable model valuation method to price them. In particular, we investigate the black-box access setting which allows querying a model (to observe predictions) without disclosing model-specific information (e.g., architecture and parameters). By exploiting a Dirichlet abstraction of a model's predictions, we propose a novel and equitable model valuation method called