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Discrepancies among pre-trained deep neural networks: a new threat to model zoo reliability

Discrepancies among pre-trained deep neural networks: a new threat to model zoo reliability

Training deep neural networks (DNNs) takes significant time and resources. A practice for expedited deployment is to use pre-trained deep neural networks (PTNNs), often from model zoos--collections of PTNNs; yet, the reliability of model zoos remains unexamined. In the absence of an industry standard for the implementation and performance of …