Transparent Intelligence Publishing

Journal of Trustworthy and Explainable Intelligent Systems

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Vol 5, Issue 1 (2026)

Explaining Without Exposing: A Federated Framework for Privacy-Preserving Learning, Explanation Sharing, Confidentiality Protection, and Cross-Organizational Accountability

Laura Mendez, Hiroshi Sato & Anna Kowalczyk

Original Research | Open access | 15 March 2026 | Article: 93

The Hidden Cost of Unexplained AI: A Conceptual Model of Explainability Debt, Documentation Gaps, Interface Misalignment, Stakeholder Exclusion, and Accumulating Governance Risk

Michael Osei, Ingrid Larsen & Rajesh Menon

Original Research | Open access | 15 March 2026 | Article: 94

Before Deployment, What Counts as Enough Evidence? A Benchmarking Framework for Trustworthy and Explainable AI Without Field Experiments

Sofia Lindqvist, Marcus Weber, Priya Nair & Thomas Andersen

Original Research | Open access | 15 March 2026 | Article: 95

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