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#federated learning Open access Sep 2026

Divide-and-Conquer Decomposition Strategies for Real-Time Artificial Intelligence Decision Systems: A Comparative Survey

Abstract—Real-time artificial intelligence (AI) decision systems must resolve complex inputs — a video frame, a network flow, a multi-agent traffic scene — within a bounded time budget. A recurring, if rarely named, strategy for meeting this budget is the classical divide-and-conquer (D&C) paradigm: partition the probl...

Falak Ali · 0 citations
#federated learning Open access Sep 2026

Real-Time Decision Processing in Artificial Intelligence Systems: A Survey of Scheduling, Inference, and Security Foundations

Abstract—Real-time artificial intelligence (AI) decision systems must satisfy three constraints that conventional machine learning pipelines rarely address together: bounded inference latency, deterministic execution under a real-time operating system (RTOS), and resilience against adversarial or unauthorized interfere...

Falak Ali · 0 citations
#federated learning Open access Sep 2026

Real-Time Decision Processing in Artificial Intelligence Systems: A Survey of Scheduling, Inference, and Security Foundations

Abstract—Real-time artificial intelligence (AI) decision systems must satisfy three constraints that conventional machine learning pipelines rarely address together: bounded inference latency, deterministic execution under a real-time operating system (RTOS), and resilience against adversarial or unauthorized interfere...

Falak Ali · 0 citations
#federated learning Open access Sep 2026

Divide-and-Conquer Decomposition Strategies for Real-Time Artificial Intelligence Decision Systems: A Comparative Survey

Abstract—Real-time artificial intelligence (AI) decision systems must resolve complex inputs — a video frame, a network flow, a multi-agent traffic scene — within a bounded time budget. A recurring, if rarely named, strategy for meeting this budget is the classical divide-and-conquer (D&C) paradigm: partition the probl...

Falak Ali · 0 citations

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