A new parsimonious traffic model is proposed, named the Shot Noise Model (SNM), that enables users to natively capture the dynamics of content popularity, whilst still being suf-ficiently simple to be employed effectively for both analytical and scalable simulative studies of caching systems.
Existing research on Content Delivery Networks (CDNs) predominantly focuses on optimizing the delivery of hot content—popular items that attract frequent and repeated access from large user bases. However, at Meta, we have identified that cold content, which is less popular and accessed infrequently, poses significant...
Tiansheng Zhang, YuLing Chen, Ahmed Kamal et al.· Conference on Applications,...· 0 citations
A statistical model of the service latency of serverless functions, with particular reference to edge computing, based on the observation of experimental latency values and adapted to produce a statistical distribution that closely approximates the real one is illustrated.
G. Reali, M. Femminella· IEEE Transactions on Network...· 0 citations
Large language models (LLMs) increasingly rely on context caching to enhance serving efficiency. However, this optimization inadvertently compromises fairness in multi-tenant LLM serving systems. Existing fair schedulers, which account only for compute resources, are unable to handle the multi-dimensional resource dema...
Zhuo-Yan Bai, Bin Gao, Fei Xu et al.· IEEE Transactions on Paralle...· 0 citations
When affinity recovers too little KV work, its residual load skew reduces or erases the improvement, so gating any deployment with a shadow replay rather than enabling affinity from workload statistics alone is recommended.
RDPart is proposed, an OS-level Reuse-Driven LLC Partitioning policy designed to improve fairness while preserving the QoS of cloud workloads, and adopts a black-box design, making it well-suited for public cloud environments where real-time QoS feedback from applications is unavailable.
Javier Aznal, J. C. Saez, Carlos Bilbao· Proceedings of the Internati...· 1 citation