L Liu, X Dou, Y Chen - 21st USENIX Conference on File and Storage …, 2023 - usenix.org
Latency-critical services have been widely deployed in cloud environments. For cost- efficiency, multiple services are usually co-located on a server. Thus, run-time resource …
Modern computer systems need to execute under strict safety constraints (eg, a power limit), but doing so often conflicts with their ability to deliver high performance (ie minimal latency) …
Despite the ever-changing software and hardware profiles of modern computing systems, many operating systems (OS) components adhere to designs developed decades ago …
Resource-aware machine learning has been a trending topic in recent years, focusing on making ML computational aspects more exploitable by the edge devices in the Internet of …
G Tolomei, L Takanen, F Pinelli - arXiv preprint arXiv:2211.02177, 2022 - arxiv.org
In this work, we propose MUSTACHE, a new page cache replacement algorithm whose logic is learned from observed memory access requests rather than fixed like existing …
T Wei, Z Jia, C Liu, C Tan - Sixth Conference on Machine Learning and …, 2023 - cs.cmu.edu
Neural networks are powerful tools. Applying them in computer systems—operating systems, databases, and networked systems—attracts much attention. However, neural …
The constant growth of datacenters and cloud computing comes with an increase of power consumption. With the end of Dennard scaling and Moore's law, computing no longer grows …
Modern computer systems need to execute under strict safety constraints (eg, power limit), but doing so often conflicts with their ability to deliver high performance (ie, minimal latency) …
As modern humans, we deal with computer operating systems (OSs) in our daily lives when we are at work, home, school, or even watching a TV show with our family at night …