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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Youcheng Sun

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Aug 2026

VeRe: Verification Guided Fault Localization and Repair Synthesis of Deep Neural Networks

VeRe is proposed, a verification-guided repair framework that leverages linear relaxation to precisely and efficiently estimate the repair significance of neurons and synthesizes ideal intervals that provide sound guarantees for correct behaviors, thereby facilitating surgical and targeted adjustments of neuron parameters to rectify faulty behaviors.

Jia-Nan Ma, Wei Chen, Pengfei Yang et al. · 0 citations

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