[HTML][HTML] Notions of explainability and evaluation approaches for explainable artificial intelligence

G Vilone, L Longo - Information Fusion, 2021 - Elsevier
Abstract Explainable Artificial Intelligence (XAI) has experienced a significant growth over
the last few years. This is due to the widespread application of machine learning, particularly …

A historical perspective of explainable artificial intelligence

R Confalonieri, L Coba, B Wagner… - … Reviews: Data Mining …, 2021 - Wiley Online Library
Abstract Explainability in Artificial Intelligence (AI) has been revived as a topic of active
research by the need of conveying safety and trust to users in the “how” and “why” of …

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 …

Explainable artificial intelligence: a systematic review

G Vilone, L Longo - arxiv preprint arxiv:2006.00093, 2020 - arxiv.org
Explainable Artificial Intelligence (XAI) has experienced a significant growth over the last few
years. This is due to the widespread application of machine learning, particularly deep …

Explainability in deep reinforcement learning

A Heuillet, F Couthouis, N Díaz-Rodríguez - Knowledge-Based Systems, 2021 - Elsevier
A large set of the explainable Artificial Intelligence (XAI) literature is emerging on feature
relevance techniques to explain a deep neural network (DNN) output or explaining models …

Recent advances in trustworthy explainable artificial intelligence: Status, challenges, and perspectives

A Rawal, J McCoy, DB Rawat… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Artificial intelligence (AI) and machine learning (ML) have come a long way from the earlier
days of conceptual theories, to being an integral part of today's technological society. Rapid …

[HTML][HTML] Emerging technology and business model innovation: the case of artificial intelligence

J Lee, T Suh, D Roy, M Baucus - Journal of Open Innovation: Technology …, 2019 - Elsevier
Artificial intelligence (AI) has been altering industries as evidenced by Airbnb, Uber and
other companies that have embraced its use to implement innovative new business models …

A survey of reasoning with foundation models

J Sun, C Zheng, E **e, Z Liu, R Chu, J Qiu, J Xu… - arxiv preprint arxiv …, 2023 - arxiv.org
Reasoning, a crucial ability for complex problem-solving, plays a pivotal role in various real-
world settings such as negotiation, medical diagnosis, and criminal investigation. It serves …

Learning explanatory rules from noisy data

R Evans, E Grefenstette - Journal of Artificial Intelligence Research, 2018 - jair.org
Artificial Neural Networks are powerful function approximators capable of modelling
solutions to a wide variety of problems, both supervised and unsupervised. As their size and …

Satnet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver

PW Wang, P Donti, B Wilder… - … Conference on Machine …, 2019 - proceedings.mlr.press
Integrating logical reasoning within deep learning architectures has been a major goal of
modern AI systems. In this paper, we propose a new direction toward this goal by …