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AI-empowered fog/edge resource management for IoT applications: A comprehensive review, research challenges, and future perspectives
The proliferation of ubiquitous Internet of Things (IoT) sensors and smart devices in several
domains embracing healthcare, Industry 4.0, transportation and agriculture are giving rise to …
domains embracing healthcare, Industry 4.0, transportation and agriculture are giving rise to …
AI for next generation computing: Emerging trends and future directions
Autonomic computing investigates how systems can achieve (user) specified “control”
outcomes on their own, without the intervention of a human operator. Autonomic computing …
outcomes on their own, without the intervention of a human operator. Autonomic computing …
What serverless computing is and should become: The next phase of cloud computing
What serverless computing is and should become: the next phase of cloud computing Page 1
76 COMMUNICATIONS OF THE ACM | MAY 2021 | VOL. 64 | NO. 5 contributed articles IN …
76 COMMUNICATIONS OF THE ACM | MAY 2021 | VOL. 64 | NO. 5 contributed articles IN …
Auto-scaling mechanisms in serverless computing: A comprehensive review
The auto-scaling feature is fundamental to serverless computing, and it automatically allows
applications to scale as needed. Hence, this allows applications to be configured to adapt to …
applications to scale as needed. Hence, this allows applications to be configured to adapt to …
Icebreaker: Warming serverless functions better with heterogeneity
Serverless computing, an emerging computing model, relies on" warming up" functions prior
to its anticipated execution for faster and cost-effective service to users. Unfortunately …
to its anticipated execution for faster and cost-effective service to users. Unfortunately …
Serverless edge computing: vision and challenges
Born from a need for a pure “pay-per-use” model and highly scalable platform, the
“Serverless” paradigm emerged and has the potential to become a dominant way of building …
“Serverless” paradigm emerged and has the potential to become a dominant way of building …
Batch: Machine learning inference serving on serverless platforms with adaptive batching
Serverless computing is a new pay-per-use cloud service paradigm that automates resource
scaling for stateless functions and can potentially facilitate bursty machine learning serving …
scaling for stateless functions and can potentially facilitate bursty machine learning serving …
The state of serverless applications: Collection, characterization, and community consensus
Over the last five years, all major cloud platform providers have increased their serverless
offerings. Many early adopters report significant benefits for serverless-based over …
offerings. Many early adopters report significant benefits for serverless-based over …
[HTML][HTML] AI augmented Edge and Fog computing: Trends and challenges
In recent years, the landscape of computing paradigms has witnessed a gradual yet
remarkable shift from monolithic computing to distributed and decentralized paradigms such …
remarkable shift from monolithic computing to distributed and decentralized paradigms such …
Cold start latency mitigation mechanisms in serverless computing: taxonomy, review, and future directions
Abstract Today, Function-as-a-Service (FaaS), as an emerging path to implementing
serverless computing paradigm, seems quite promising in responding to the growing …
serverless computing paradigm, seems quite promising in responding to the growing …