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Zhongkui Ma

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titleconferencedate
Convex Hull Approximation for Activation FunctionsOOPSLA 20252025-10-16
WraAct constructs tight polyhedral over-approximations of activation convex hulls by introducing linear constraints that smooth activations into…
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ReLU Hull ApproximationPOPL 20242024-01-14
Proposes WraLU, a fast algorithm that builds a convex polytope wrapping the ReLU hull by reusing the two linear pieces as lower faces and constructs upper…
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