mlsanityData to 7 Oct 2026

Survey on Applications of Neurosymbolic Artificial Intelligence

arXiv 2209.12618 ↗First posted 8 Sep 2022cs.AI cs.SCcited by 5

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Abstract (arXiv)

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.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 11 of its 29 references that are in the map. First posted on arXiv 8 Sep 2022.

Builds on

11 of 29 references.

References · 11

  1. 2019Analysis of Explainers of Black Box Deep Neural Networks for Computer Vision: A Surveycited by 93
  2. 2020Neurosymbolic Reinforcement Learning with Formally Verified Explorationcited by 49
  3. 2018Incorporating Behavioral Constraints in Online AI Systemscited by 16
  4. 2020Learning to Generate Image Source-Agnostic Universal Adversarial Perturbationscited by 7
  5. 2020Neural-Symbolic Reasoning over Knowledge Graph for Multi-stage Explainable Recommendationcited by 5
  6. 2020Neuro-symbolic Neurodegenerative Disease Modeling as Probabilistic Programmed Deep Kernelscited by 5
  7. 2022An Interpretable Neuro-Symbolic Reasoning Framework for Task-Oriented Dialogue Generationcited by 5
  8. 2014Context-Based Information Retrieval in Risky Environmentcited by 2
  9. 2014Freshness-Aware Thompson Samplingcited by 2
  10. 2021Reinforcement Learning with Algorithms from Probabilistic Structure Estimationcited by 2
  11. 2020A Neuro-Symbolic Humanlike Arm Controller for Sophia the Robotcited by 1

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Citing papers per year: 2023: 1; 2024: 2; 2025: 2.

5 papers.