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  • title: Towards Reasonable Budget Allocation in Untargeted Graph Structure Attacks via Gradient Debias
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            Towards Reasonable Budget Allocation in Untargeted Graph Structure Attacks via Gradient Debias
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            Towards Reasonable Budget Allocation in Untargeted Graph Structure Attacks via Gradient Debias

            Nov 28, 2022

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            Zihan Liu

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            In the untargeted attacks on graph structure, the gradients derived from the attack objective are the attacker's basis for evaluating a perturbation scheme. It has become cognitive inertia to employ cross-entropy loss function in classification-related tasks. Previous methods use negative cross-entropy loss as the attack objective in attacking node-level classification models. However, the suitability of the cross-entropy function for constructing the untargeted attack objective has yet been dis…

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            NeurIPS 2022

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