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Author

David Miller

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Jul 2026

Optimized Instance Alteration for Explaining and Assessing Robustness of Classifiers

This work proposes a unified approach for diagnosing misclassification and assessing the robustness of black-box classifiers using an optimization framework that modifies an instance so that the classifier predicts a specified target label, while ensuring that the modification remains easily explainable.

Evgenii Kuriabov, Dave B. Miller, Jia Li · 0 citations
Open access Jul 2026

Agentic Payments Observatory: A Unified Framework for Linking Smart Contracts, Agent Identity, Anomaly Detection and Policy Breaches

The Agentic Payments Observatory (APO) is proposed, a dashboard-centred reference architecture that unifies agent identity resolution, scoped permission verification, smart-contract and receipt reconciliation, real-time anomaly detection and policy-breach adjudication into a single operational surface.

J. Roy, David Miller · 0 citations

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