Author

T. Taleb

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Preprint Jul 2026

Multi-Agent Reinforcement Learning for SLA-Aware Network Slicing in UAV-Enabled MEC

A predictive multi-agent Reinforcement Learning (RL) framework that proactively maintains SLA stability in UAV-enabled MEC through coordinated trajectory control and computation resource allocation and designs an SLA-aware reward function that explicitly penalizes both violation probability and duration across slices.

M. Farhoudi, Zeinab Sasan, Masoud Shokrnezhad et al. · 0 citations

Open access Aug 2026

Conversational Orchestration for Organic 6G

A compact reasoning model trained with verifier-based self-verification and periodically refined online via shadow updates is deployed, showing manageable, near-linear control-plane overhead as domains scale and during domain joins, and robust decision quality, including recovery after objective changes.

Masoud Shokrnezhad, T. Taleb · IEEE Network · 0 citations

#federated learning Sep 2026

AoI Minimization in Heterogeneous MEC Networks: A Federated Learning-Assisted Hybrid DRL and Convex Approach

This paper investigates a dynamic heterogeneous mobile edge computing network (HMECN), where mobile devices (MDs) could offload their full tasks to a small base station (SBS) directly or the macro base station (MBS) in direct or relay mode. As age of information (AoI) is a comprehensive and accurate metric to capture t...

Xiaoying Liu, Junhao Zheng, Kechen Zheng et al. · IEEE Transactions on Mobile... · 8 citations