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Author

Marco Canini

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Book Open access Sep 2026

Congestion-Aware Serving of Agentic LLM Applications

CALM-MAS is proposed, a congestion-aware serving framework for LLM applications that treats LLM test-time computation as an elastic resource, dynamically adjusting the compute profile of admitted tasks to tame congestion.

Mouheb Ben Nasr, Muhammad Bilal, Alessandro Cornacchia et al. · 0 citations
Book Open access Sep 2026

MCSched: Memory-Controller-Aware Scheduling for Embodied LLM Workloads on NVIDIA Jetson

Preliminary but compelling evidence that MC-aware scheduling is a practical operating system/runtime direction for deployable embodied AI on unified memory edge devices is provided.

Teng Mei, Cheng-Xuan Pei, Marco Canini et al. · 2 citations

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