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cs.DC2025
Joint Optimization of Offloading, Batching and DVFS for Multiuser Co-Inference
Yaodan Xu, Sheng Zhou, Zhisheng Niu
With the growing integration of artificial intelligence in mobile applications, a substantial number of deep neural network (DNN) inference requests are generated daily by mobile d…
cs.DC2025
Robust DNN Partitioning and Resource Allocation Under Uncertain Inference Time
Zhaojun Nan, Yunchu Han, Sheng Zhou +1
In edge intelligence systems, deep neural network (DNN) partitioning and data offloading can provide real-time task inference for resource-constrained mobile devices. However, the…
cs.DC2025
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services
Yaodan Xu, Sheng Zhou, Zhisheng Niu
For servers incorporating parallel computing resources, batching is a pivotal technique for providing efficient and economical services at scale. Parallel computing resources exhib…