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Section 1: Foundational Principles: From Recurrence to Parallel Attention The advent of the Transformer architecture in 2017 marked a watershed moment in the field of deep learning, particularly for sequence Read More …
I. Introduction: The Next Paradigm of Human-Computer Interaction The field of Human-Computer Interaction (HCI) is undergoing a transformative shift, moving beyond the constraints of unimodal interfaces to embrace a paradigm Read More …
Section 1: Introduction: From Reactive Firefighting to Proactive Resilience Engineering The modern digital landscape is built upon a foundation of complex, distributed systems. The architectural shift from monolithic, on-premise applications Read More …
Section 1: Foundational Principles of Automated Program Construction Program synthesis, the automated construction of executable software from high-level specifications, represents one of the long-standing “holy grails” of computer science. It Read More …
Part I: The Foundational Architecture of the Modern Service Mesh 1.1 Deconstructing the Service Mesh: A Dedicated Infrastructure Layer In modern software architecture, particularly within cloud-native and microservices-based systems, a Read More …
Part I: Foundational Principles of Learning from Data Streams Section 1: Introduction to Online Machine Learning The contemporary data landscape is characterized by its unceasing flow. Data is no longer Read More …
Executive Summary The proliferation of advanced and widely accessible Artificial Intelligence (AI) has precipitated a paradigm shift in the cybersecurity threat landscape. Generative AI is no longer an incremental enhancement Read More …
Executive Summary The integration of Large Language Models (LLMs) into cybersecurity represents the most significant technological disruption in the field in a generation, fundamentally altering the landscape of vulnerability discovery Read More …
Section 1: The Enterprise Knowledge Graph as a Strategic Asset In the contemporary digital economy, data is unequivocally a primary driver of competitive advantage. However, for most organizations, the full Read More …
Executive Summary The detection of financial fraud has undergone a paradigm shift, moving from the analysis of isolated transactions to the holistic examination of complex, interconnected networks. Traditional machine learning Read More …