Evolutionary Reinforcement Learning: A Systematic Review and Future Directions

Y Lin, F Lin, G Cai, H Chen, L Zou, P Wu - arXiv preprint arXiv:2402.13296, 2024 - arxiv.org
In response to the limitations of reinforcement learning and evolutionary algorithms (EAs) in
complex problem-solving, Evolutionary Reinforcement Learning (EvoRL) has emerged as a …

Explainable AI for enhanced decision-making

K Coussement, MZ Abedin, M Kraus… - Decision Support …, 2024 - Elsevier
This paper contextualizes explainable artificial intelligence (AI) for enhanced decision-
making and serves as an editorial for the corresponding special issue. AI is defined as the …

XAI meets LLMs: A Survey of the Relation between Explainable AI and Large Language Models

E Cambria, L Malandri, F Mercorio, N Nobani… - arXiv preprint arXiv …, 2024 - arxiv.org
In this survey, we address the key challenges in Large Language Models (LLM) research,
focusing on the importance of interpretability. Driven by increasing interest from AI and …

Towards consistency of rule-based explainer and black box model--fusion of rule induction and XAI-based feature importance

M Kozielski, M Sikora, Ł Wawrowski - arXiv preprint arXiv:2407.14543, 2024 - arxiv.org
Rule-based models offer a human-understandable representation, ie they are interpretable.
For this reason, they are used to explain the decisions of non-interpretable complex models …

Artificial Intelligence Techniques for Fraud Detection

G Lai - 2023 - preprints.org
In the wake of increasing digital fraud, this paper introduces an innovative application of
Artificial Intelligence (AI) in detecting fraudulent activities across finance, healthcare, and e …

Leveraging Group Contrastive Explanations for Handling Fairness

A Castelnovo, N Inverardi, L Malandri… - World Conference on …, 2023 - Springer
With the increasing adoption of Artificial Intelligence (AI) for decision-making processes by
companies, developing systems that behave fairly and do not discriminate against specific …

Augmenting XAI with LLMs: A Case Study in Banking Marketing Recommendation

A Castelnovo, R Depalmas, F Mercorio… - World Conference on …, 2024 - Springer
Integrating AI-driven recommender systems has proven highly successful in many
industries, prompting the banking sector to explore personalised client recommendations …

Check for

A Castelnovo, R Depalmas, F Mercorio… - … World Conference, xAI … - books.google.com
Integrating AI-driven recommender systems has proven highly successful in many
industries, prompting the banking sector to explore personalised client recommendations …