The philosophical basis of algorithmic recourse

S. Venkatasubramanian, M. Alfano
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引用次数: 98

Abstract

Philosophers have established that certain ethically important values are modally robust in the sense that they systematically deliver correlative benefits across a range of counterfactual scenarios. In this paper, we contend that recourse - the systematic process of reversing unfavorable decisions by algorithms and bureaucracies across a range of counterfactual scenarios - is such a modally robust good. In particular, we argue that two essential components of a good life - temporally extended agency and trust - are underwritten by recourse. We critique existing approaches to the conceptualization, operationalization and implementation of recourse. Based on these criticisms, we suggest a revised approach to recourse and give examples of how it might be implemented - especially for those who are least well off1.
算法追索的哲学基础
哲学家们已经确定,某些重要的伦理价值在某种意义上是强大的,因为它们系统地在一系列反事实情景中提供相关的利益。在本文中,我们认为追索权——通过算法和官僚机构在一系列反事实情景中扭转不利决策的系统过程——是一种模态上稳健的商品。我们特别指出,美好生活的两个基本组成部分——暂时延长的代理和信任——是由追索权保证的。我们批评现有的方法概念化,操作化和实施追索权。基于这些批评,我们建议修改追索权的方法,并举例说明如何实施-特别是对那些最不富裕的人1。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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