分岔机制设计——从最优单一税到改进的癌症治疗

Ger Yang, G. Piliouras, D. Basanta
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引用次数: 5

摘要

系统参数的微小变化会导致其行为的突然质的变化,这种现象被称为分叉。这种不稳定性通常被认为是有问题的,然而,我们表明它们的力量可以用来设计新型的机制。迟滞机制利用系统参数的瞬态变化,通过最优均衡选择诱导系统性能的永久改善。最优控制机制诱导收敛到性能优于最佳均衡的状态。我们将这些机构应用于两种不同的设置,说明分岔机构设计的多功能性。在第一篇文章中,我们探讨了引入单一税如何通过破坏低效均衡的稳定来提高社会福利,尽管这会降低代理人的“理性”。从那里,我们继续考虑一个众所周知的肿瘤代谢游戏,并使用我们的方法来获得新的癌症治疗策略。
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Bifurcation Mechanism Design - from Optimal Flat Taxes to Improved Cancer Treatments
Small changes to the parameters of a system can lead to abrupt qualitative changes of its behavior, a phenomenon known as bifurcation. Such instabilities are typically considered problematic, however, we show that their power can be leveraged to design novel types of mechanisms. Hysteresis mechanisms use transient changes of system parameters to induce a permanent improvement to its performance via optimal equilibrium selection. Optimal control mechanisms induce convergence to states whose performance is better than even the best equilibrium. We apply these mechanisms in two different settings that illustrate the versatility of bifurcation mechanism design. In the first one we explore how introducing flat taxation can improve social welfare, despite decreasing agent "rationality", by destabilizing inefficient equilibria. From there we move on to consider a well known game of tumor metabolism and use our approach to derive novel cancer treatment strategies.
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