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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jie Wu

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Preprint Aug 2026

Energy-Efficient LLM Serving via Disaggregated Attention--FFN and Flexible Frequency Scaling

AFlex is a framework that jointly optimizes resource provisioning and GPU frequency scaling for disaggregated A/F serving and reduces energy per token by up to 49% over state-of-the-art disaggregated serving and 48% over frequency-scaling systems while satisfying TTFT and TPOT SLOs.

Cun-Chen Hu, Liangliang Xu, Tianyu Liu et al. · 0 citations
#edge computing Open access Aug 2026

UVirtio: Enabling Ubiquitous Resource Sharing for RISC-V Industrial Edge Devices

UVirtio introduces a device-profile-based virtual hardware abstraction layer that minimizes performance overhead, and implements a live migration mechanism using differential packing, providing a scalable and agile virtualization solution for the ubiquitous computing frontier.

Muliang Shou, Yufan Jiang, Tianlei Xiong et al. · 0 citations
Book Open access Aug 2026

LEVELLER: Fair Communication Scheduling via Progress-Rate Awareness in Multi-Tenant Training Clusters

LEVELLER is proposed, the first communication scheduling system that achieves max-min fairness specifically for DLT workloads and introduces a novel online metric, normalized progress rate, which quantifies training experience by measuring actual progress against a contention-free ideal.

Geng Li, Yang Li, Mingyuan Zang et al. · 0 citations

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