14 citations · 14 across the 5 of their papers we have counts for
5 papers
FLARE: Adaptive Multi-Dimensional Reputation for Robust Client Reliability in Federated Learning
Abolfazl Younesi, Leon Kiss, Zahra Najafabadi Samani +2
Federated learning (FL) enables collaborative model training while preserving data privacy. However, it remains vulnerable to malicious clients who compromise model integrity throu…
AutoStreamPipe: LLM Assisted Automatic Generation of Data Stream Processing Pipelines
Abolfazl Younesi, Zahra Najafabadi Samani, Thomas Fahringer
Data pipelines are essential in stream processing as they enable the efficient collection, processing, and delivery of real-time data, supporting rapid data analysis. In this paper…
DEEP: Edge-based Dataflow Processing with Hybrid Docker Hub and Regional Registries
Narges Mehran, Zahra Najafabadi Samani, Reza Farahani +2
Reducing energy consumption is essential to lessen greenhouse gas emissions, conserve natural resources, and help mitigate the impacts of climate change. In this direction, edge co…
Dynamic Resource Manager for Automating Deployments in the Computing Continuum
Zahra Najafabadi Samani, Matthias Gassner, Thomas Fahringer +2
With the growth of real-time applications and IoT devices, computation is moving from cloud-based services to the low latency edge, creating a computing continuum. This continuum i…
Multilayer Resource-aware Partitioning for Fog Application Placement
Zahra Najafabadi Samani, Nishant Saurabh, Radu Prodan
Fog computing emerged as a crucial platform for the deployment of IoT applications. The complexity of such applications requires methods that handle the resource diversity and netw…