Author

Marin Litoiu

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#machine learning Preprint Oct 2026

Adaptive Multi-Discriminator WGAN Framework for Resource-Constrained Internet of Vehicles Using Reinforcement Learning and Game Theory

Managing machine learning workloads as a network service introduces a resource-orchestration problem distinct from conventional model training; which nodes should be allocated to a task, how communication and computation budgets should be divided among them, and how service quality should be sustained as connectivity a...

Farhoud Jafari Kaleibar, Amr M. Zaki, Marin Litoiu · 0 citations

#artificial intelligence Preprint Oct 2026

SFlexRCA: Lightweight, Scalable, and Flexible Root Cause Analysis for IIoT Edge Systems

Industrial Internet of Things (IIoT) systems generate high-dimensional sensor telemetry from interconnected components, where faults can propagate across the system. To address these challenges, we propose SFlexRCA (Scalable and Flexible Root Cause Analysis), a topology-free RCA framework designed for resource-constrai...

Amr M. Zaki, Farhoud Jafari, Honggeun Ji et al. · 0 citations

Sep 2026

Uncertainty Interaction in Software-Intensive Systems: A Community Roadmap

This roadmap paper reports the outcomes of the NII Shonan Seminar No. 232 on Uncertainty Interaction in Software-Intensive Systems (UNISON), held in March 2026 and develops a shared conceptual vocabulary for distinguishing uncertainty sources, propagation, confluence, interaction, and relevance; proposes an abstract wo...

Javier Cámara, R. Mirandola, Kenji Tei et al. · ACM Transactions on Autonomo... · 0 citations