论文标题

不正确信息的年龄:语义授权通信的推动者

The Age of Incorrect Information: an Enabler of Semantics-Empowered Communication

论文作者

Maatouk, Ali, Assaad, Mohamad, Ephremides, Anthony

论文摘要

在本文中,我们介绍了不正确信息的时代(AOII)作为语义授权交流的推动者,这是一个围绕数据的角色及其对通信目标的有用性的新提倡的通信范式。首先,我们阐明了传统的沟通范式及其角色盲的数据方法如何容易受到性能瓶颈的影响。接下来,我们强调了一些拟议的绩效指标的缺点,目的是应对传统沟通范式的局限性,即信息时代(AOI)和基于错误的指标。我们还展示了AOII如何解决这些缺点,并更有意义地捕获数据的目的。之后,我们考虑在发射机对方案中最小化平均AOII的问题。我们证明,最佳传输策略是一种随机阈值策略,我们提出了一种找到最佳参数的算法。此外,我们在AOII框架与基于标准错误的指标对应物之间提供了理论比较。有趣的是,我们表明,对于采用的信息源模型,AOII最佳策略也是错误的。同时,匡威不一定是正确的。最后,我们在各种应用程序中实施了策略,并且与错误最佳和AOI最佳策略相比,我们展示了其性能优势。

In this paper, we introduce the Age of Incorrect Information (AoII) as an enabler for semantics-empowered communication, a newly advocated communication paradigm centered around data's role and its usefulness to the communication's goal. First, we shed light on how the traditional communication paradigm, with its role-blind approach to data, is vulnerable to performance bottlenecks. Next, we highlight the shortcomings of several proposed performance measures destined to deal with the traditional communication paradigm's limitations, namely the Age of Information (AoI) and the error-based metrics. We also show how the AoII addresses these shortcomings and captures more meaningfully the purpose of data. Afterward, we consider the problem of minimizing the average AoII in a transmitter-receiver pair scenario. We prove that the optimal transmission strategy is a randomized threshold policy, and we propose an algorithm that finds the optimal parameters. Furthermore, we provide a theoretical comparison between the AoII framework and the standard error-based metrics counterpart. Interestingly, we show that the AoII-optimal policy is also error-optimal for the adopted information source model. Concurrently, the converse is not necessarily true. Finally, we implement our policy in various applications, and we showcase its performance advantages compared to both the error-optimal and the AoI-optimal policies.

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