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Salman Jan

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#reinforcement learning Open access Oct 2026

Governance-aware autonomous retail coordination in artificial intelligence cities using multi-agent reinforcement learning, blockchain accountability, and federated learning

When autonomous systems take operational authority over urban commerce, accountability and human oversight matter as much as efficiency. We present AAIRM, a governance-aware autonomous retail coordination framework addressing three requirements for trustworthy procurement: tamper-evident decision provenance, data sover...

Toqeer Ali Syed, Ali Akarma, Shahid Kamal et al. · 0 citations

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