A decision-support framework applies AFT models to show Nvidia L4 GPUs yield 20% longer adversarial survival time at 75% lower cost than V100, with inference latency as the strongest robustness predictor.
In: Proceedings of the 36th International Conference on Machine Learning
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Survival of the Cheapest: Cost-Aware Hardware Adaptation for Adversarial Robustness
A decision-support framework applies AFT models to show Nvidia L4 GPUs yield 20% longer adversarial survival time at 75% lower cost than V100, with inference latency as the strongest robustness predictor.