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Feisi Fu

2 accepted papers

2024

REGLO: Provable Neural Network Repair for Global Robustness Properties

AAAI 2024technical

We present REGLO, a novel methodology for repairing pretrained neural networks to satisfy global robustness and individual fairness properties. A neural network is said to be globally robust with respect to a given input region if and only if all the input points in the region are locally robust. Th…