We develop a framework that leverages the smoothed complexity analysis by Spielman and Teng to circumvent paradoxes and impossibility theorems in social choice, motivated by modern applications of social choice powered by AI and ML. For Condrocet's paradox, we prove that the smoothed likelihood of the paradox either vanishes at an exponential rate as the number of agents increases, or does not vanish at all. For the ANR impossibility on the non-existence of voting rules that simultaneously satisfy anonymity, neutrality, and resolvability, we characterize the rate for the impossibility to vanish, to be either polynomially fast or exponentially fast. We also propose a novel easy-to-compute tie-breaking mechanism that optimally preserves anonymity and neutrality for even number of alternatives in natural settings. Our results illustrate the smoothed possibility of social choice -- even though the paradox and the impossibility theorem hold in the worst case, they may not be a big concern in practice.
翻译:我们开发了一个框架,利用Spielman和Teng平滑的复杂分析,绕过社会选择中的悖论和不可能的理论,其动机是由AI和ML推动的现代社会选择应用。关于Condrocet的悖论,我们证明,自相矛盾的顺利可能性要么随着代理人数量的增加而以指数速度消失,要么根本没有消失。对于ANR无法同时满足匿名、中立和可解决的投票规则,我们把不可能消失的速度定性为多式或指数式快速。我们还提出了一个新颖的、简单易算的断绝性机制,在自然环境中为甚至许多替代品保留匿名和中立性。我们的结果说明了社会选择的顺利可能性,尽管矛盾和不可能的理论在最坏的情况下存在,但它们在实践中可能不是大问题。