Large language model (LLM) serving platforms increasingly route requests across heterogeneous backends, transforming query routing from a model-selection task into a system-level load-balancing problem. Centralized routers can become throughput bottlenecks and single points of failure as deployment scale and request vo...
Yuan-Hao Xi, Xiao-Huan Bing, Ramin Yahyapour· Journal of King Saud Univers...· 0 citations
This study addresses the challenge of efficient resource management in data centers through pod and virtual machine (VM) migration. The objective is to prevent resource shortages while improving power efficiency in cloud environments. To this end, we formulate a multi-objective mixed-integer linear programming (MILP) m...
Reza Rabieyan, Michael Schmidt, Ramin Yahyapour· Journal of Cloud Computing· 0 citations
This work proposes AMCA, an unbiased SGG framework integrating adaptive multi-prototype learning with cross-modal alignment, which achieves consistently competitive performance across multiple SGG tasks, with particularly strong improvements on the unbiased mR@K metric.
Jinhao Fan, Yuan-Hao Xi, Chuanping Hu et al.· Journal of King Saud Univers...· 0 citations
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