TL;DR该研究提出了一种名为 RSCP + 的新框架,用于在评估中提供可靠的鲁棒性保证,同时提出了两种新的方法 PTT 和 RCT,以减少预测集大小并提供实际的鲁棒性保证。
Abstract
conformal prediction is a powerful tool to generate uncertainty sets with
guaranteed coverage using any predictive model, under the assumption that the
training and test data are i.i.d.. Recently, it has been shown that adversarial
examples are able to manipulate conformal methods to c