Heuristically enhanced multi-head attention based recurrent neural network for denial of wallet attacks detection on serverless computing environment
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-87636-x
Abstract: Denial of Wallet (DoW) attacks are a cyber threat designed to utilize and deplete an organization’s financial resources by generating excessive prices or charges in their cloud computing (CC) and serverless computing platforms. These threats… read more here.
Keywords: detection; denial wallet; serverless computing; serverless ... See more keywords
Serverless Applications: Why, When, and How?
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DOI: 10.1109/ms.2020.3023302
Abstract: Why do so many companies adopt serverless? When are serverless applications well suited? How are they currently implemented? To address these questions, we analyze 89 serverless applications from open source projects, industrial sources, academic literature,… read more here.
Keywords: serverless applications; serverless;
FasDL: An Efficient Serverless-Based Training Architecture With Communication Optimization and Resource Configuration
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2024.3485202
Abstract: Deploying distributed training workloads of deep learning models atop serverless architecture alleviates the burden of managing servers from deep learning practitioners. However, when supporting deep model training, the current serverless architecture faces the challenges of… read more here.
Keywords: communication; resource configuration; architecture; serverless ... See more keywords
UKFaaS: Lightweight, High-Performance and Secure FaaS Communication With Unikernel
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2025.3586031
Abstract: Unikernel is a promising runtime for serverless computing with its lightweight and isolated architecture. It offers a secure and efficient environment for applications. However, famous serverless frameworks like Knative have introduced heavyweight component sidecars to… read more here.
Keywords: ukfaas lightweight; serverless; mml mml; communication ... See more keywords
HyFaaS: Accelerating Serverless Workflows by Unleashing Hybrid Resource Elasticity
Sign Up to like & getrecommendations! Published in 2026 at "IEEE Transactions on Parallel and Distributed Systems"
DOI: 10.1109/tpds.2025.3632089
Abstract: Serverless computing promises fine-grained resource elasticity and billing, making it an attractive way to build complex applications as multi-stage workflows. Nonetheless, existing workflow orchestration ignores the heterogeneous demands of the computation and communication parts within… read more here.
Keywords: resource; hybrid resource; serverless; hyfaas ... See more keywords
Accelerating ML Inference via Opportunistic Pre-Loading on Serverless Clusters
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Parallel and Distributed Systems"
DOI: 10.1109/tpds.2025.3638428
Abstract: Serverless computing has emerged as a novel paradigm in cloud computing, characterized by its agile scalability, cost-effective pay-as-you-go billing, and user-friendly capabilities for Machine Learning (ML) inference tasks. Developers wrap their ML algorithms into serverless… read more here.
Keywords: opportunistic pre; pre loading; time; inference ... See more keywords
FunDa: scalable serverless data analytics and in situ query processing
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Big Data"
DOI: 10.1186/s40537-025-01141-6
Abstract: The pay-what-you-use model of serverless Cloud computing (or serverless, for short) offers significant benefits to the users. This computing paradigm is ideal for short running ephemeral tasks, however, it is not suitable for stateful long… read more here.
Keywords: serverless; funda; query processing; data analytics ... See more keywords
Reducing Environmental Impact with Sustainable Serverless Computing
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DOI: 10.3390/su17072999
Abstract: Serverless computing has emerged as a transformative paradigm in cloud computing, offering scalability, cost efficiency, and potential environmental benefits. By abstracting infrastructure management and enabling on-demand resource allocation, serverless computing minimizes idle resource consumption and… read more here.
Keywords: energy; serverless computing; serverless; impact ... See more keywords