Junjie Wu

Junjie Wu

he/him

Postdoctoral Researcher in Computer Science at Southwest Jiaotong University.

Publications

You can also find my articles on my Google Scholar profile.

Journal Articles

Topology-aware Dynamic Offloading for MEC-enabled MAPC Wi-Fi Networks: A Multi-Agent Hierarchical DRL Framework

Published in IEEE Transactions on Vehicular Technology, 2026

A topology-aware multi-agent hierarchical DRL framework for dynamic offloading in MEC-enabled MAPC Wi-Fi networks.

Recommended citation: Junjie Wu, Xuming Fang, Jingyu Wang, Baolin Yin, and Tianrui Li. (2026). "Topology-aware Dynamic Offloading for MEC-enabled MAPC Wi-Fi Networks: A Multi-Agent Hierarchical DRL Framework." IEEE Transactions on Vehicular Technology.
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Enhancing A2G Robustness in Energy-Constrained Multi-UAV Networks: MADRL for Trajectory Control and Resource Allocation

Published in IEEE Transactions on Wireless Communications, 2026

MADRL-based trajectory control and resource allocation for energy-constrained multi-UAV networks.

Recommended citation: Jingyu Wang, Xuming Fang, Xianbin Wang, Li Yan, Junjie Wu, and Baolin Yin. (2026). "Enhancing A2G Robustness in Energy-Constrained Multi-UAV Networks: MADRL for Trajectory Control and Resource Allocation." IEEE Transactions on Wireless Communications.
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Trajectory Design and Beamforming in UAV-Assisted Wireless Networks: A Fine-Tuned M2LLM-Driven DRL-Based Framework

Published in IEEE Transactions on Wireless Communications, 2025

A fine-tuned M2LLM-driven DRL framework for trajectory design and beamforming in UAV-assisted wireless networks.

Recommended citation: B. Yin, X. Fang, X. Wang, L. Yan, Junjie Wu, and J. Wang. (2025). "Trajectory Design and Beamforming in UAV-Assisted Wireless Networks: A Fine-Tuned M2LLM-Driven DRL-Based Framework." IEEE Transactions on Wireless Communications.
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Service-Differentiated Joint Distributed Communication and Computing Resource Allocation for Wi-Fi Networks based on Federated Learning and MADRL

Published in IEEE Internet of Things Journal, 2025

Federated learning and MADRL for service-differentiated distributed communication and computing resource allocation in Wi-Fi networks.

Recommended citation: Junjie Wu, X. Fang, and X. Wang. (2025). "Service-Differentiated Joint Distributed Communication and Computing Resource Allocation for Wi-Fi Networks based on Federated Learning and MADRL." IEEE Internet of Things Journal.
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DRL Optimization Trajectory Generation via Wireless Network Intent-Guided Diffusion Models for Resource Allocation

Published in IEEE Internet of Things Journal, 2025

Intent-guided diffusion models for generating DRL optimization trajectories for wireless resource allocation.

Recommended citation: Junjie Wu, X. Fang, D. Niyato, J. Wang, and J. Wang. (2025). "DRL Optimization Trajectory Generation via Wireless Network Intent-Guided Diffusion Models for Resource Allocation." IEEE Internet of Things Journal.
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Deep Reinforcement Learning based Multi-link Frame Aggregation Length Optimization in Next Generation Wi-Fi Networks

Published in IEEE Transactions on Wireless Communications, 2024

Deep reinforcement learning for multi-link frame aggregation length optimization in next generation Wi-Fi networks.

Recommended citation: Junjie Wu, X. Fang, and G. Min. (2024). "Deep Reinforcement Learning based Multi-link Frame Aggregation Length Optimization in Next Generation Wi-Fi Networks." IEEE Transactions on Wireless Communications.
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