Survey on Applications of Neurosymbolic Artificial Intelligence

09/08/2022
by   Djallel Bouneffouf, et al.
0

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.

READ FULL TEXT
research
02/02/2023

A Survey on Compositional Generalization in Applications

The field of compositional generalization is currently experiencing a re...
research
10/24/2020

Text Style Transfer: A Review and Experiment Evaluation

The stylistic properties of text have intrigued computational linguistic...
research
09/26/2022

A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection

With recent advancements in artificial intelligence, its applications ca...
research
08/04/2022

On the use of Artificial Neural Networks in Topology Optimisation

The question of how methods from the field of artificial intelligence ca...
research
12/07/2018

A Survey on Artificial Intelligence Trends in Spacecraft Guidance Dynamics and Control

The rapid developments of Artificial Intelligence in the last decade are...
research
09/21/2022

Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement Auctioning

Artificial intelligence-empowred Real-Time Bidding (AIRTB) is regarded a...
research
02/22/2022

Graph Lifelong Learning: A Survey

Graph learning substantially contributes to solving artificial intellige...

Please sign up or login with your details

Forgot password? Click here to reset