DEFault++ delivers automated hierarchical fault detection, categorization into 12 transformer-specific types, and root-cause diagnosis among 45 mechanisms on a new benchmark of 3,739 mutated instances, with AUROC >0.96 and Macro-F1 0.85, plus improved developer repair accuracy in a user study.
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The Decision Event Schema (DES) is a unified JSON schema that records governance evidence from four infrastructure layers in a single per-decision event structure with tiered completeness options.
A comparative review of national digital identity solutions highlights technological and legal diversity and positions blockchain-based self-sovereign identity as the preferred model for balancing sovereignty and public-private needs.
citing papers explorer
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DEFault++: Automated Fault Detection, Categorization, and Diagnosis for Transformer Architectures
DEFault++ delivers automated hierarchical fault detection, categorization into 12 transformer-specific types, and root-cause diagnosis among 45 mechanisms on a new benchmark of 3,739 mutated instances, with AUROC >0.96 and Macro-F1 0.85, plus improved developer repair accuracy in a user study.
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Decision Trace Schema for Governance Evidence in Real-Time Risk Systems
The Decision Event Schema (DES) is a unified JSON schema that records governance evidence from four infrastructure layers in a single per-decision event structure with tiered completeness options.
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Comparative Analysis of Technical and Legal Frameworks of Various National Digial Identity Solutions
A comparative review of national digital identity solutions highlights technological and legal diversity and positions blockchain-based self-sovereign identity as the preferred model for balancing sovereignty and public-private needs.