20 citations · 32 across the 11 of their papers we have counts for
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cs.DC2026
SmartGen: Seamless Disaggregated LLM Inference with Selective KV Cache Transfer
Xuchuan Luo, Jiacheng Shen, Xin Wang +1
Disaggregating the prefill and decoding stages of large language model (LLM) inference into two separate sets of nodes is widely adopted in today's LLM serving systems. However, su…
cs.OS2026
EdgeFlow: Fast Cold Starts for LLMs on Mobile Devices
Yongsheng Yan, Jiacheng Shen, Xuchuan Luo +1
Deploying large language models (LLMs) on mobile devices is an emerging trend to enable data privacy and offline accessibility of LLM applications. Modern mobile neural processing…
cs.DC2026
CIDER: Boosting Memory-Disaggregated Key-Value Stores with Pessimistic Synchronization
Yuxuan Du, Xuchuan Luo, Xin Wang +2
Memory-disaggregated key-value (KV) stores suffer from a severe performance bottleneck due to their I/O redundancy issues. A huge amount of redundant I/Os are generated when synchr…