dirichlet abstraction
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Model Shapley: Equitable Model Valuation with Black-box Access Xinyi Xu, Thanh Lam
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
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- North America > Canada > Ontario > Toronto (0.14)
- Asia > Singapore (0.04)
- North America > United States > Massachusetts > Middlesex County > Cambridge (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
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- Information Technology > Security & Privacy (1.00)
- Health & Medicine (0.93)
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