In recent years, the Neurosymbolic framework has attracted a lot of attention in various applications, from recommender systems and information retrieval to healthcare and finance. This success is due to its stellar performance combined with attractive properties, such as learning and reasoning. The new emerging Neurosymbolic field is currently experiencing a renaissance, as novel frameworks and algorithms motivated by various practical applications are being introduced, building on top of the classical neural and reasoning problem setting. This article aims to provide a comprehensive review of significant recent developments in real-world applications of Neurosymbolic Artificial Intelligence. Specifically, we introduce a taxonomy of common Neurosymbolic applications and summarize the state-of-the-art for each of those domains. Furthermore, we identify important current trends and provide new perspectives pertaining to the future of this burgeoning field.
翻译:近年来,Neurosymbolic框架在各种应用中引起了许多注意,从建议系统和信息检索到医疗保健和融资,这一成功是由于其恒星性,加上有吸引力的特性,如学习和推理。新兴的Neurosymbolic 领域目前正在经历复兴,因为以各种实际应用为动力的新颖框架和算法正在以古典神经和推理问题为主,在古典神经和推理问题设置的基础上推出。本文章旨在全面审查Neurosymblical人工智能在现实世界应用方面的最新重大发展。具体地说,我们引入了普通Neurosymblic 应用的分类,并总结了每个领域的最新艺术。此外,我们确定了重要的当前趋势,并提出了与这个新兴领域的未来有关的新观点。