Neurosymbolic AI: the 3rd wave

AA Garcez, LC Lamb - Artificial Intelligence Review, 2023‏ - Springer
Abstract Current advances in Artificial Intelligence (AI) and Machine Learning have achieved
unprecedented impact across research communities and industry. Nevertheless, concerns …

Applications of data science for responsible gambling: a sco** review

K Ghaharian, B Abarbanel, D Phung… - International …, 2023‏ - Taylor & Francis
Technological innovations in the gambling industry have revolutionized the availability,
storage, and use-cases of data. How this data may be leveraged for responsible gambling …

Extracting relational explanations from deep neural networks: A survey from a neural-symbolic perspective

J Townsend, T Chaton… - IEEE transactions on …, 2019‏ - ieeexplore.ieee.org
The term “explainable AI” refers to the goal of producing artificially intelligent agents that are
capable of providing explanations for their decisions. Some models (eg, rule-based …

Insights into suggested Responsible AI (RAI) practices in real-world settings: a systematic literature review

TA Bach, M Kaarstad, E Solberg, A Babic - AI and Ethics, 2025‏ - Springer
AI-enabled systems have significant societal benefits, but only if they are developed,
deployed, and used responsibly. We systematically review 45 empirical studies in real-world …

Accuracy and interpretability trade-offs in machine learning applied to safer gambling

S Sarkar, T Weyde, A Garcez… - CEUR Workshop …, 2016‏ - openaccess.city.ac.uk
Responsible gambling is an area of research and industry which seeks to understand the
pathways to harm from gambling and implement programmes to reduce or prevent harm that …

ERIC: Extracting relations inferred from convolutions

J Townsend, T Kasioumis… - Proceedings of the …, 2020‏ - openaccess.thecvf.com
Our main contribution is to show that the behaviour of kernels across multiple layers of a
convolutional neural network can be approximated using a logic program. The extracted …

AI ethics in a controversial industry: the case of gambling and its ethical paradox

K Ghaharian, F Binesh, M Soligo, L Golab, B Abarbanel - AI and Ethics, 2024‏ - Springer
Artificial intelligence (AI) is a transformative technology with the potential to bring immense
benefit while simultaneously presenting significant risks and ethical concerns. In this study …

Cognitionnet: A collaborative neural network for play style discovery in online skill gaming platform

R Talwadker, S Chakrabarty, A Pareek… - Proceedings of the 28th …, 2022‏ - dl.acm.org
Games are one of the safest source of realizing self-esteem and relaxation at the same time.
An online gaming platform typically has massive data coming in, eg, in-game actions, player …

Discovering visual concepts and rules in convolutional neural networks

J Townsend, E Mansouri-Benssassi… - Compendium of …, 2023‏ - ebooks.iospress.nl
This chapter provides an overview of ERIC (Extracting Relations Inferred from
Convolutions), a solution to the extraction of explanations and human-comprehensible …

A Deep Learning Framework for Ensuring Responsible Play in Skill-based Cash Gaming

D Seth, S Eswaran, T Mukherjee… - 2020 19th IEEE …, 2020‏ - ieeexplore.ieee.org
Games of skill are an excellent source of recreation, entertainment and relaxation. However
when these games are played with real money, the important facet of responsible game play …