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Author

Ali Akarma

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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
#large language models Open access Sep 2026

Self-Correcting Multimodal AI Agents for Reliable Autonomous Decision-Making

Recent advances in large language models and multimodal foundation models have enabled artificial intelligence agents to jointly process text, images, and other modalities while performing multi-step reasoning and interacting with external tools. Despite this progress, autonomous agents remain prone to compounding erro...

Muhammad Umair Younus, Hammad Muneer, Danial Hameed et al. · 0 citations

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