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explainable ai

2,878 papers

#artificial intelligence Preprint Sep 2026

Retrosynthesis of Synthetic Media for Explainable AI Provenance Forensics

A self-referential retrosynthesis framework for explainable AI provenance forensics under a fixed-generator setting that leverages a jointly optimized encoder-decoder pair to implement a self-embedding mechanism that enables round-trip consistency verification.

Yi-Jie Lin, Ching-Chun Chang, Isao Echizen et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Contrastive Explanations in Quantitative Bipolar Argumentation Frameworks

This paper introduces contrastive explanations for Quantitative Bipolar Argumentation Frameworks (QBAFs), one such formalism, and introduces a general form of contrastive attribution functions (CAFs) and establishes a set of general properties they should satisfy.

Xiang Yin, Nico Potyka, Antonio Rago et al. · 0 citations
#explainable ai Book Sep 2026

Trusting AI

Abstract Here is a very popular view on what user rational trust in AI requires: the Explanation View of AI Trust, whereby user rational trust in AI requires an explanation of why the AI has reached the conclusion it has. The authors of this chapter think that the Explanation View of AI Trust is wrong. It is not true o...

Mona Simion, Christopher Willard-Kyle · 0 citations
#explainable ai Dataset Open access Sep 2026

The Role of E-CRM, AI Chatbot Usage and E-Service Quality on Digital Transformation in Financial Industry

Abstract: Digital transformation has emerged as an important strategy for financial institutions to enhance operational efficiency and enhance customer experience in the digital business environment. This study aims to examine the relationships of Electronic Customer Relationship Management (E-CRM), Artificial Intellig...

Aisha Putri Suhendro, Anisa Amelia, Evelyn Djunaedi et al. · 0 citations
#explainable ai Open access Sep 2026

Staged Actions and Provable Human Oversight in Agentic Enterprise AI

Abstract. As enterprise AI moves from answering questions to taking actions, the question of human oversight sharpens. Regulation for higher-risk uses requires that systems be overseen by people who can understand, intervene in and if necessary halt them. In deployed practice this duty is often satisfied by assertion:...

Micky Irons · 0 citations
#explainable ai Book Sep 2026

Human-Centered Educational Leadership for Sustainable Development in the Age of Artificial Intelligence

This chapter develops a human-centered, leadership-driven framework explaining how education contributes to sustainability in AI-augmented societies. It addresses three research questions on leadership as a driver of sustainability, its mechanisms of influence, and its role in employability, inclusion, and resilience....

Raed Atef · 0 citations
#explainable ai Open access Sep 2026

Decision delegation to GenAI agents in travel planning: Responsible AI signals, delegation levels, and the transparency paradox

Generative Artificial Intelligence (GenAI) is becoming an integral part of travel planning. This fundamental transformation is changing the definition of travel decision delegation, calling for fresh research into responsible AI in tourism. Drawing on agency theory, trust theory and decision delegation framework, this...

Sanjit K. Roy, Gaganpreet Singh, S. Mostafa Rasoolimanesh et al. · 0 citations
#explainable ai Open access Sep 2026

White-Box Completeness for Artificial Intelligence

Abstract Current research on explainable and white-box artificial intelligence faces prominent issues: conceptual disarray, divergent perspectives, and a disconnect between theory and practice. The foremost priority is therefore to return to the field’s purest objectives and explore its most fundamental questions. To t...

Wen‐Xuan Wang, Yu-Die Zhang, Xin-Ting Li et al. · 0 citations
#artificial intelligence Open access Sep 2026

AI Revolution: The Death of Business Administration and the Birth of Inalienable Leadership

Artificial intelligence is increasingly performing administrative, analytical, coordinating, monitoring, communication, and decision-support functions historically associated with managers and business administration. This transformation does not imply the disappearance of organizations, management, managers, or busine...

Guillaume Mariani · 0 citations
#explainable ai Open access Sep 2026

Artificial Intelligence in Sustainability Assurance: Accounting Challenges, Audit Risks and a Conceptual Framework for ESG Verification

An assurance-specific framework answering three questions: for which sustainability-assurance procedures AI creates analytical value, which risks arise when AI influences assurance work, and which decision rights and controls should govern that influence is developed.

Radosveta Krasteva-Hristova, Vanya Georgieva · 0 citations
#artificial intelligence Open access Sep 2026

The Most Important Human Skills for the Age of AI and the Future of Work: FILE — The Five Intelligences of Leadership Evolution

Artificial intelligence changes what organizations can do; human leadership must decide what should be done, what remains accountable, and what must never be surrendered to machines. This working paper presents FILE: The Five Intelligences of Leadership Evolution as a human-centered management theory and diagnostic fra...

Guillaume Mariani · 0 citations

From tech blogs

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Microsoft Research Blog Nov 5, 2026

Formally verifying agent-written full-stack web apps with PDD Kit

AI agents can generate code at a scale that’s hard for humans to review line-by-line. PDD Kit helps ensure the code is doing what the developer intended by creating formal specifications and testing against them. It converts developer intent into a Verus specification, proves AI-generated code meets it for every input, and uses tests where proofs aren't practical. Developers review intent, not every line. The post Formally verifying agent-written full-stack web apps with PDD Kit appeared first o…

Microsoft Research Blog Nov 3, 2026

Learn the rules: The hacker mindset

Research Manager Mike Walker reflects on a career spanning hacker culture, cybersecurity, and AI, sharing lessons about trust, teamwork, leadership, and why solving difficult problems requires curiosity, judgment, agility—and an understanding of the rules. The post Learn the rules: The hacker mindset appeared first on Microsoft Research.

GPT-Lab Nov 3, 2026

Sovereignty Is the Option to Leave

Is your company’s AI sovereign? A practical guide for CIOs on AI vendor lock-in, EU Data Act switching, cloud sovereignty, and testing your exit plan before you need it. The post Sovereignty Is the Option to Leave appeared first on GPT-Lab.

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