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[HTML][HTML] Notions of explainability and evaluation approaches for explainable artificial intelligence
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 …
the last few years. This is due to the widespread application of machine learning, particularly …
A historical perspective of explainable artificial intelligence
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 …
research by the need of conveying safety and trust to users in the “how” and “why” of …
Neurosymbolic AI: the 3rd wave
Abstract Current advances in Artificial Intelligence (AI) and Machine Learning have achieved
unprecedented impact across research communities and industry. Nevertheless, concerns …
unprecedented impact across research communities and industry. Nevertheless, concerns …
Explainable artificial intelligence: a systematic review
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 …
years. This is due to the widespread application of machine learning, particularly deep …
Explainability in deep reinforcement learning
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 …
relevance techniques to explain a deep neural network (DNN) output or explaining models …
Recent advances in trustworthy explainable artificial intelligence: Status, challenges, and perspectives
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 …
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 …
other companies that have embraced its use to implement innovative new business models …
A survey of reasoning with foundation models
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 …
world settings such as negotiation, medical diagnosis, and criminal investigation. It serves …
Learning explanatory rules from noisy data
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 …
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
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 …
modern AI systems. In this paper, we propose a new direction toward this goal by …