1. Introduction: The Quest for Automated Scientific Discovery: Significance and Context The scientific method, a cornerstone of human...

1. Introduction The pursuit of artificial intelligence capable of conducting scientific research autonomousl y represents a significant...

I. Introduction: Purpose, Core Claim and Significance The SakanaAI AI Scientist project represents a significant initiative within the...

I. Introduction to Neuro-Symbolic AI (NeSy) A. Defining Neuro-Symbolic AI: The Convergence of Learning and Reasoning Neuro-Symbolic Artificial Intelligence (NeSy AI) , also referred to using terms like neural-symbolic or neurosymbolic AI , represents a significant and evolving paradigm within the broader field of AI. Fundamentally, NeSy AI is characterized by the integration of connectionist systems, primarily deep learning models based on artificial neural networks (ANNs), w

Neuromorphic computing represents a fundamental departure from traditional computing paradigms, drawing inspiration directly from the structure and function of the biological brain to engineer novel hardware and software systems. This article provides a comprehensive analysis of neuromorphic computing, detailing its core concepts, foundational principles such as Spiking Neural Networks (SNNs) and event-based processing, and its stark contrast with the prevailing von Neumann

I. Introduction The Artificial Intelligence of Things (AIoT) represents a pivotal technological convergence, merging the data-gathering capabilities of the Internet of Things (IoT) infrastructure with the analytical and decision-making power of Artificial Intelligence (AI). This integration transforms connected devices from simple data conduits into intelligent systems capable of autonomous analysis, learning, and action. AIoT achieves more efficient IoT operations, enhanc

1. Introduction The rapid advancement and pervasive potential of Artificial Intelligence have propelled it to the forefront of national strategic agendas worldwide. In response to the dominance of a few global technology giants and the profound implications of AI for security, economy, and society, a distinct trend has emerged: Sovereign AI . This article defines Sovereign AI as a nation's strategic endeavor to develop, deploy, manage, and control AI capabilities—encompassing

1. Introduction: The Landscape of Reasoning Reasoning , the capacity to draw inferences, make predictions, and generate explanations, stands as a cornerstone of intelligence , both human and artificial. It is the process that allows agents to move beyond immediate perception and stored memory, enabling them to navigate complexity, solve problems, and understand the world. This article looks into the multifaceted nature of reasoning, exploring its definition, forms, and mecha