# Qingkai Meng [[Pulse]] 論文([[@2026__ASPLOS__Pulse - Fine-grained and Non-intrusive LLM Training Monitoring via Microsecond-level Traffic Measurement]])の corresponding author。所属は [[Nanjing University]] State Key Laboratory of Novel Software Technology。同論文が引く [[Astral]]([[@2025__SIGCOMM__Astral - A Datacenter Infrastructure for Large Language Model Training at Scale]], SIGCOMM 2025、LLM 訓練向けのデータセンタ基盤)の筆頭著者でもあり、LLM 訓練のネットワーク基盤・計測を専門とする。(Source: [[@2026__ASPLOS__Pulse - Fine-grained and Non-intrusive LLM Training Monitoring via Microsecond-level Traffic Measurement]], corresponding author 注記・Related Work [30]; [[@2025__SIGCOMM__Astral - A Datacenter Infrastructure for Large Language Model Training at Scale]]) ## 関連 - ソース: [[@2026__ASPLOS__Pulse - Fine-grained and Non-intrusive LLM Training Monitoring via Microsecond-level Traffic Measurement]] / [[@2025__SIGCOMM__Astral - A Datacenter Infrastructure for Large Language Model Training at Scale]] - エンティティ: [[Nanjing University]] / [[Astral]] / [[Chen Tian]] / [[Yibo Xiao]] / [[Pulse]]