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Serverless Edge Computing: Vision and Challenges

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-67262-5_15openalex-snapshot
Empowering Low-Latency Applications Through a Serverless Edge Computing Architecture
inferredcites →https://doi.org/10.1007/978-981-10-5026-8openalex-snapshot
Research Advances in Cloud Computing
inferredcites →https://doi.org/10.1007/s10723-019-09491-1openalex-snapshot
Resource Management Approaches in Fog Computing: a Comprehensive Review
inferredcites →https://doi.org/10.1016/j.iot.2020.100273openalex-snapshot
Performance evaluation metrics for cloud, fog and edge computing: A review, taxonomy, benchmarks and standards for future research
inferredcites →https://doi.org/10.1016/j.jss.2018.12.013openalex-snapshot
A mixed-method empirical study of Function-as-a-Service software development in industrial practice
inferredcites →https://doi.org/10.1016/j.sysarc.2019.02.009openalex-snapshot
All one needs to know about fog computing and related edge computing paradigms: A complete survey
inferredcites →https://doi.org/10.1049/pbpc033e_ch12openalex-snapshot
Serverless architecture for edge computing
inferredcites →https://doi.org/10.1109/cloud.2018.00064openalex-snapshot
Making Serverless Computing More Serverless
inferredcites →https://doi.org/10.1109/euc.2018.00008openalex-snapshot
Dynamic Allocation of Serverless Functions in IoT Environments
inferredcites →https://doi.org/10.1109/icdcsw.2017.36openalex-snapshot
Serverless Computing: Design, Implementation, and Performance
inferredcites →https://doi.org/10.1109/icsa-c50368.2020.00016openalex-snapshot
Serverless: What it Is, What to Do and What Not to Do
inferredcites →https://doi.org/10.1109/jiot.2020.2984887openalex-snapshot
Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence
inferredcites →https://doi.org/10.1109/jproc.2019.2898101openalex-snapshot
Will Serverless Computing Revolutionize NFV?
inferredcites →https://doi.org/10.1109/mcom.001.1900498openalex-snapshot
Toward Distributed Computing Environments with Serverless Solutions in Edge Systems
inferredcites →https://doi.org/10.1109/mic.2017.2911430openalex-snapshot
A Serverless Real-Time Data Analytics Platform for Edge Computing
inferredcites →https://doi.org/10.1109/mic.2018.053681358openalex-snapshot
Serverless is More: From PaaS to Present Cloud Computing
inferredcites →https://doi.org/10.1109/mits.2018.2806620openalex-snapshot
Smart ITS Sensor for the Transportation Planning Based on IoT Approaches Using Serverless and Microservices Architecture
inferredcites →https://doi.org/10.1109/mnet.2018.1700175openalex-snapshot
Consolidate IoT Edge Computing with Lightweight Virtualization
inferredcites →https://doi.org/10.1109/ms.2020.3028708openalex-snapshot
Serverless Computing-Where Are We Now, and Where Are We Heading?
inferredcites →https://doi.org/10.1109/ms.2020.3030786openalex-snapshot
Toward a Technical Debt Conceptualization for Serverless Computing
inferredcites →https://doi.org/10.1109/ms.2020.3030803openalex-snapshot
Serverless Testing: Tool Vendors' and Experts' Points of View
inferredcites →https://doi.org/10.1109/services.2019.00057openalex-snapshot
An Evaluation of Open Source Serverless Computing Frameworks Support at the Edge
inferredcites →https://doi.org/10.1109/tpds.2020.2989771openalex-snapshot
Automated Fine-Grained CPU Cap Control in Serverless Computing Platform
inferredcites →https://doi.org/10.1109/tpds.2020.3028841openalex-snapshot
Modeling and Optimization of Performance and Cost of Serverless Applications
inferredcites →https://doi.org/10.1145/3078468.3078497openalex-snapshot
Deviceless edge computing
inferredcites →https://doi.org/10.1145/3132747.3132763openalex-snapshot
My VM is Lighter (and Safer) than your Container
inferredcites →https://doi.org/10.1145/3292674openalex-snapshot
A Survey of Communication Protocols for Internet of Things and Related Challenges of Fog and Cloud Computing Integration
inferredcites →https://doi.org/10.1145/3302505.3310084openalex-snapshot
An execution model for serverless functions at the edge
inferredcites →https://doi.org/10.1145/3342195.3387532openalex-snapshot
Keystone
inferredcites →https://doi.org/10.1145/3366623.3368133openalex-snapshot
Real-time Serverless
inferredcites →https://doi.org/10.1145/3368454openalex-snapshot
The rise of serverless computing
inferredcites →https://doi.org/10.1145/3403955openalex-snapshot
Application Management in Fog Computing Environments
inferredcites →https://doi.org/10.1145/3510611openalex-snapshot
Serverless Computing: A Survey of Opportunities, Challenges, and Applications
inferredcites →https://doi.org/10.12928/telkomnika.v18i1.12169openalex-snapshot
A review on serverless architectures - function as a service (FaaS) in cloud computing
inferredcites →https://doi.org/10.3390/s16101644openalex-snapshot
A Review on Internet of Things for Defense and Public Safety
inferredcites →https://doi.org/10.5220/0009578501810192openalex-snapshot
Patterns for Serverless Functions (Function-as-a-Service): A Multivocal Literature Review

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Exploiting Serverless Scalability for Dynamic Task Parallelism
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Quantum and blockchain based Serverless edge computing: A vision, model, new trends and future directions
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A Manifesto for Modern Fog and Edge Computing: Vision, New Paradigms, Opportunities, and Future Directions
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Serverless Adoption in Practice: A Socio-Technical Investigation of Motivations, Challenges, and Strategies
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An Energy-Aware IoT Functions Offloading Strategy in Solar-Powered Edge Environment for Smart Agriculture
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Continuous reasoning for adaptive container image distribution in the cloud–edge continuum
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Improving prediction accuracy in serverless edge computing using a federated learning
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A novel state-space ODE framework with tensor decomposition for resource allocation in fog-DSDN networks
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ETAS: predictive scheduling of functions on worker nodes of Apache OpenWhisk platform
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Kubernetes distributions for the edge: serverless performance evaluation
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Trajectory prediction training scheme in vehicular ad-hoc networks based on federated learning
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Neighbor-aware shared container instance warming framework for serverless edge computing
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AI Empowering Highly Reliable Serverless Edge: A Systematic Review
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Online Container Scheduling for Data-intensive Applications in Serverless Edge Computing
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EAVS: Edge-assisted Adaptive Video Streaming with Fine-grained Serverless Pipelines
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HRA-DRL: Hybrid Runtime-Aware Workflow Scheduling in Serverless Edge Computing using Deep Reinforcement Learning
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Serverless Autoscaling Metrics for Optimum Performance on Edge Computing
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On the Joint Optimization of Function Assignment and Communication Scheduling toward Performance Efficient Serverless Edge Computing
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Edge-Assisted Solutions for IoT-Based Connected Healthcare Systems: A Literature Review
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Distributed Task Scheduling in Serverless Edge Computing Networks for the Internet of Things: A Learning Approach
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CAPTAIN: A Testbed for Co-Simulation of Scalable Serverless Computing Environments for AIoT Enabled Predictive Maintenance in Industry 4.0
inferred← citeshttps://doi.org/10.1109/jiot.2025.3583764openalex-snapshot
A Privacy-Preserving and Trustworthy Inference Framework for LLM-IoT Integration via Hierarchical Federated Collaborative Computing
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PASS: A Priority-Based Model Assignment for Intelligent Application Acceleration in Edge Cloud
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Diffusion-Based Deep Reinforcement Learning for Service Scheduling in Serverless Vehicular Edge Computing
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Service Mesh Controller for Cooperative Load Balancing among Neighboring Edge Servers
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In-Network Computing With Function as a Service at the Edge
inferred← citeshttps://doi.org/10.1109/mc.2021.3138690openalex-snapshot
Stateful Function as a Service at the Edge
inferred← citeshttps://doi.org/10.1109/mic.2023.3260939openalex-snapshot
Serverless Edge Computing—Where We Are and What Lies Ahead
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Serverless Vehicular Edge Computing for the Internet of Vehicles
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Serverless Functions in the Cloud-Edge Continuum: Challenges and Opportunities
inferred← citeshttps://doi.org/10.1109/percom56429.2023.10099372openalex-snapshot
Serverledge: Decentralized Function-as-a-Service for the Edge-Cloud Continuum
inferred← citeshttps://doi.org/10.1109/percom67906.2026.11524569openalex-snapshot
Efficient Memory Usage For Edge FaaS Platforms
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Testing Approaches And Tools For AWS Lambda Serverless-Based Applications
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Architectural Vision for Quantum Computing in the Edge-Cloud Continuum
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Toward Deviceless Paradigm: An IoT-centered and Orchestrated FaaS Architecture
inferred← citeshttps://doi.org/10.1109/smartcomp52413.2021.00033openalex-snapshot
On Realizing Stateful FaaS in Serverless Edge Networks: State Propagation
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Deep Reinforcement Learning for Collaborative Inference in Local-Serverless Edge Computing
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Serverless: From Bad Practices to Good Solutions
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Formal Models for the Energy-Aware Cloud-Edge Computing Continuum: Analysis and Challenges
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Intent-based Management for the Distributed Computing Continuum
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A Stable Matching Approach to Energy Efficient and Sustainable Serverless Scheduling for the Green Cloud Continuum
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AMIMSO: Adaptive Markov Inspired Mutation Swarm Optimization for Multi-Objective Task Scheduling in End-Edge-Cloud Environments
inferred← citeshttps://doi.org/10.1109/tcc.2026.3703387openalex-snapshot
Event-Driven Double Dueling Deep Q-Learning for Efficient Serverless Edge Function Offloading and Scheduling
inferred← citeshttps://doi.org/10.1109/telfor56187.2022.9983733openalex-snapshot
Evaluating WebAssembly for Orchestrated Deployment of Serverless Functions
inferred← citeshttps://doi.org/10.1109/telfor63250.2024.10819127openalex-snapshot
Evaluating Azure Container, Backend, and Function as a Service
inferred← citeshttps://doi.org/10.1109/tii.2021.3095466openalex-snapshot
iFaaSBus: A Security- and Privacy-Based Lightweight Framework for Serverless Computing Using IoT and Machine Learning
inferred← citeshttps://doi.org/10.1109/tii.2023.3290985openalex-snapshot
EneX: An Energy-Aware Execution Scheduler for Serverless Computing
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Joint Service Request Scheduling and Container Retention in Serverless Edge Computing for Vehicle-Infrastructure Collaboration
inferred← citeshttps://doi.org/10.1109/tmc.2026.3709190openalex-snapshot
AccSI: Accelerating Serverless Inference via Edge-Assisted Pipelined Model Fetching
inferred← citeshttps://doi.org/10.1109/tnet.2022.3197669openalex-snapshot
Online Learning for Rate-Adaptive Task Offloading Under Latency Constraints in Serverless Edge Computing
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Microservice Autoscaling With Fine-Grained DVFS in Dynamic Multi-Edge Collaboration via Deep Reinforcement Learning
inferred← citeshttps://doi.org/10.1109/tnsm.2021.3087258openalex-snapshot
DMRO: A Deep Meta Reinforcement Learning-Based Task Offloading Framework for Edge-Cloud Computing
inferred← citeshttps://doi.org/10.1109/tnsm.2021.3135389openalex-snapshot
Joint Computation Offloading and Resource Allocation Under Task-Overflowed Situations in Mobile-Edge Computing
inferred← citeshttps://doi.org/10.1109/tnsm.2023.3263542openalex-snapshot
Gossip-Based Monitoring Protocol for 6G Networks
inferred← citeshttps://doi.org/10.1109/tnsm.2025.3570450openalex-snapshot
Decentralized Edge Workload Forecasting With Gossip Learning
inferred← citeshttps://doi.org/10.1109/tnsm.2026.3725364openalex-snapshot
Serverless Function Latency Model in Edge Computing
inferred← citeshttps://doi.org/10.1109/ton.2026.3669358openalex-snapshot
RAPTOR: Rate-Adaptive Pricing and Optimal Resource Allocation in Serverless Edge Computing
inferred← citeshttps://doi.org/10.1109/tpds.2021.3137380openalex-snapshot
Dependent Function Embedding for Distributed Serverless Edge Computing
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Serverless Computing: State-of-the-Art, Challenges and Opportunities
inferred← citeshttps://doi.org/10.1109/tsc.2024.3354296openalex-snapshot
Faashouse: Sustainable Serverless Edge Computing Through Energy-Aware Resource Scheduling
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Multi-Objective Deep Reinforcement Learning for Function Offloading in Serverless Edge Computing
inferred← citeshttps://doi.org/10.1109/tsusc.2023.3348157openalex-snapshot
ATOM: AI-Powered Sustainable Resource Management for Serverless Edge Computing Environments
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Mobility-Aware Serverless Function Adaptations Across the Edge-Cloud Continuum
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Performance Evaluation of Serverless Edge Computing for Machine Learning Applications
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FoRLess: A Deep Reinforcement Learning-based approach for FaaS Placement in Fog
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Heterogeneous Request Scheduling and Resource Optimization in Serverless Edge Networks
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A Preliminary Evaluation of QUIC for Mobile Serverless Edge Applications
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WIP: Ad-Hoc Network Serverless Scheduling in an Industrial Case Study: Drone Swarms in Disaster-Struck Urban Environments
inferred← citeshttps://doi.org/10.1117/12.3059702openalex-snapshot
Optimization techniques for real-time optical image processing using edge computing
inferred← citeshttps://doi.org/10.1145/3592533.3592807openalex-snapshot
Towards Latency-Aware Linux Scheduling for Serverless Workloads
inferred← citeshttps://doi.org/10.1145/3627703.3629575openalex-snapshot
Totoro: A Scalable Federated Learning Engine for the Edge
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Proceedings of the 2nd International Workshop on Middleware for the Edge
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Enoki
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GIRAFF
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Komet: A Serverless Platform for Low-Earth Orbit Edge Services
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Identifying and Visualizing Key Scenarios in a Serverless Edge-Node System
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SledgeScale: Load-Aware Dispatch and Deadline-Driven Scheduling for Scalable, Dense Serverless Computing in Edge Data Centers
inferred← citeshttps://doi.org/10.1145/3774899.3775011openalex-snapshot
HybridServe: Adaptive WebAssembly-Container Runtime Selection for Edge Serverless Computing
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An Efficient Resource Management Optimization Scheme for Internet of Vehicles in Edge Computing Environment
inferred← citeshttps://doi.org/10.1186/s13677-023-00485-9openalex-snapshot
Latency and resource consumption analysis for serverless edge analytics
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Machine learning for cloud, fog, edge and serverless computing environments: comparisons, performance evaluation benchmark and future directions
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A Scalable and Flexible Platform for Service Placement inMulti-Fog and Multi-Cloud Environments
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Low-bit Shift Network for End-to-End Spoken Language Understanding
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Cloud Architectures for Distributed Serverless Computing: A Review of Event-Driven and Function-as-a-Service Paradigms
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Review of Edge Computing for the Internet of Things (EC-IoT): Techniques, Challenges and Future Directions
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Orchestrating a Resource-aware Edge
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IoT Serverless Computing at the Edge: A Systematic Mapping Review
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Application of Proximal Policy Optimization for Resource Orchestration in Serverless Edge Computing
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Fog Service Placement Optimization: A Survey of State-of-the-Art Strategies and Techniques
inferred← citeshttps://doi.org/10.3390/electronics11121908openalex-snapshot
Aggregated Boolean Query Processing for Document Retrieval in Edge Computing
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Service Migration Strategy Based on Multi-Attribute MDP in Mobile Edge Computing
inferred← citeshttps://doi.org/10.3390/electronics12112452openalex-snapshot
Computing Offloading Strategy in Mobile Edge Computing Environment: A Comparison between Adopted Frameworks, Challenges, and Future Directions
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State of the Art in Parallel and Distributed Systems: Emerging Trends and Challenges
inferred← citeshttps://doi.org/10.3390/electronics14122476openalex-snapshot
A Systematic Review and Classification of HPC-Related Emerging Computing Technologies
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