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Ayaz Ahmad

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Open access Jul 2026

Decentralized Hierarchical Multi-Agent DRL for Resource Allocation in IRS-Aided V2X Networks

Simulation results show that the proposed DH-MDRL framework outperforms conventional schemes without IRSs and achieves an excellent trade-off between V2V link constraints’ satisfaction probability and V2I link sum data rates compared to centralized resource allocation approaches.

Ayaz Ahmad · 0 citations