欢迎来到第一期《应用人工智能通讯》

Applied AI letters Pub Date : 2020-08-04 DOI:10.1002/ail2.8
Edward O. Pyzer-Knapp, James Cuff, Jack Patterson, Olexandr Isayev, Simon Maskell
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引用次数: 5

摘要

很高兴也很荣幸地欢迎您来到第一版《应用人工智能通讯》。实现这一点是许多人努力工作的结晶,我们非常兴奋地进入下一阶段,与您分享我们对应用人工智能信件的愿景。当我们考虑一个成功想法的生命周期时,我们可以确定一些独特的阶段。我们在图1中将这些组合在一起。最初,应该确定一个挑战,并且通常(尽管并非总是)存在解决该挑战应该产生的影响的一些想法。如果这一挑战点燃了科学精神,那么研究就会匆忙开始。有希望的是,在某一时刻,研究取得突破,允许同类或同类中第一个解决方案的挑战。然而,解决一个挑战并不是故事的结局,随着方法的普遍化,允许其应用于新的和更有影响力的领域。最后,这个想法在科学和技术精神中变得如此根深蒂固,以至于它的使用不再受到质疑,而是被期待;我们称之为商品化阶段。这种思维方式在许多地方都被采用,比如技术采用曲线,以及NASA和欧盟使用的TRL水平。研究从最初的突破开始,到想法的推广,使其能够在新的和新颖的领域得到广泛应用,最后实现商品化。在Applied AI Letters上,我们注意到,在人工智能领域,虽然有很多地方可以宣传“突破”阶段,但要找到能够传播有影响力的应用和创新的地方要困难得多。此外,我们认为,如果我们能够建立一个场所,让跨学科的人能够就各种潜在应用领域提出的挑战交流他们的解决方案,那么影响的潜力就会很大。我们坚信,通过交流和庆祝从想法到现实世界应用的演变,我们可以提高长期人工智能研究的可持续性。为了实现这一目标,除了在现实世界中成功部署和交付人工智能应用程序的理论和方法元素之外,还有许多其他考虑因素,我们需要一个论坛来讨论和与新的潜在用户交流这些成功。人工智能有可能彻底改变许多研究领域。在Applied AI Letters,我们的目标是成为一个世界领先的场所,展示和讨论尖端人工智能技术在当今最具影响力问题中的应用。我们相信,开放、公平和多样性是实现这一承诺的关键,并希望营造一种拥抱这些关键原则的文化。随着应用人工智能以如此快的速度发展,我们认识到速度对于及时沟通您的突破非常重要,但我们也认识到,这绝不能以牺牲严格的同行评审为代价。将所有这些结合起来似乎是一个崇高的目标,但我们相信,作为一个编辑委员会和一个研究人员社区,我们能够完成这项任务。我们期待着在未来的许多年里收到你们的论文。
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Welcome to the first issue of Applied AI Letters

It is a pleasure and an honour to welcome you to the first edition of Applied AI Letters. Getting to this point has been a combination of many people's hard work and we are very excited to move into the next stage, sharing our vision for Applied AI Letters with you.

When we consider the lifecycle of a successful idea, we can identify some unique stages. We have put these together in Figure 1. Initially, a challenge should be identified, and it is often (although not always) the case that there is some idea of the impact solving this challenge should have. If this challenge ignites the scientific spirit, research then begins post haste. Hopefully, at some point a research breakthrough is made, allowing a first in kind or first in class solution to the challenge. Solving a challenge is not the end of the story though, with the approach then being generalised, allowing its application to new and more impactful areas. Finally, the idea becomes so ingrained in the scientific and technological psyche that its use is no longer questioned, but expected; we call this the commoditisation stage. This way of thinking has been adopted in many places, such as the technology adoption curve, and the TRL levels used by, for example, NASA and the EU.1

Research progresses from a challenge being set down through the initial breakthrough, to the generalisation of the idea which enables its widespread application in new and novel areas and finally its commoditisation.

At Applied AI Letters, we noted that, in the field of AI, whilst there is an abundance of places that one can publicise the “breakthrough” stage, it was much harder to find places to communicate impactful applications and innovations. Additionally, we felt that there was an abundance of potential for impact if we could start a venue in which people across disciplines could communicate their solutions to challenges posed in a wide variety of potential application areas.

We strongly believe that we improve the sustainability of long-term AI research through communicating and celebrating the evolution from idea to real world application. In order to achieve this, there are many additional considerations beyond the theoretical and methodological elements of successfully deploying and delivering an AI application in the real world, and we need a forum to discuss and communicate these successes with new potential users.

AI has the potential to revolutionise many areas of research. At Applied AI Letters, we aim to be a world-leading venue for the demonstration of, and dissusion about, the application of cutting edge AI technologies to the most impactful problems of today. We belive that openness, fairness and diversity are key to delivering on this promise, and want to foster a culture which embraces these key principles. With applied AI evolving at such a rapid rate, we appreciate that speed is important for the timely communication of your breakthroughs, but we also recognise that this must not come at the expense of rigourous peer review. Combining all of this may seem a lofty goal, but we believe that we, as both an editorial board and as a community of researchers, are up to the task. We look forward to receiving your papers for many years to come.

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