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Author

Abolfazl Younesi

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#artificial intelligence Preprint Oct 2026

Do I Need the Cloud? Uncertainty-Aware Step-Level Handoff for Small Language Model Agents

Small language models (SLMs) are attractive as local agent controllers because they reduce remote inference, latency, and deployment footprint, yet structured tool errors can cause an agent step to fail. Existing routers typically select a model once per query. However, agents expose sequential decision points whose di...

Abolfazl Younesi · 0 citations
Open access 2026

JET: Decoupled Placement and Online Coevolutionary Scheduling in Data-Intensive Mobile Edge Computing

Data-intensive Mobile Edge Computing (MEC) demands a synergy between server placement and task scheduling, yet these processes operate on disparate optimization horizons. This paper proposes JET, a two-stage optimization framework that bridges this gap through placement-aware scheduling. In the offline stage, an evolut...

Sadra Galavani, Abolfazl Younesi, Mohsen Ansari · 0 citations
Review Open access 2026

Machine Learning-Driven Load Balancing in Edge and 5G Networks: A Comprehensive Survey

The proliferation of connected devices and latency-sensitive applications in mobile edge computing (MEC) and fifth-generation (5G) and beyond (B5G) networks has made intelligent load balancing a cornerstone of next-generation distributed systems. Efficient workload distribution across edge servers is essential for mini...

E. Moghadam, Masouma Kanso, Abolfazl Younesi et al. · 0 citations

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