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.
IEEE Communications surveys & tutorials 18(1), 732–794 (2015)
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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.