# MADDPG-Based Offloading Strategy for Timing-Dependent Tasks in Edge Computing
## 6 Conclusions
(2023)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Dependency tasks offloading and communication resource allocation in collaborative UAVs networks: A meta-heuristic approach. _IEEE Internet Things J._**2023**, _10_, 9062-9076. [CrossRef]
* _[PERSON] et al. (2021)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Efficient dependent task offloading for multiple applications in MEC-cloud system. _IEEE Trans. Mob. Comput._**2021**, _22_, 2147-2162. [CrossRef]
* _[PERSON] et al. (2023)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Dependent task scheduling and offloading for minimizing deadline violation ratio in mobile edge computing networks. _IEEE J. Sel. Areas Commun._**2023**, _41_, 538-554. [CrossRef]
* _[PERSON] et al. (2021)_[PERSON]; [PERSON]; [PERSON]; [PERSON] A hierarchical hybrid subtask scheduling algorithm in UAV-assisted MEC emergency network. _IEEE Internet Things J._**2021**, \(9\), 12737-12753. * _[PERSON] et al. (2024)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Computational Task Offloading Algorithm Based on Deep Reinforcement Learning and Multi-Task Dependency. _Theor. Comput. Sci._**2024**, _993_, 114462. [CrossRef]
* _[PERSON] et al. (2023)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Enhanced multi-objective gorilla troops optimizer for real-time multi-user dependent tasks offloading in edge-cloud computing. _J. Netw. Comput. Appl._**2023**, _218_, 103702. [CrossRef]
* _[PERSON] et al. (2024)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Joint optimization of multi-dimensional resource allocation and task offloading for QoE enhancement in Cloud-Edge-End collaboration. _Future Gener. Comput. Syst._**2024**, _155_, 121-131. [CrossRef]
* _[PERSON] et al. (2021)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Dependency-aware flexible computation offloading and task scheduling for multi-access edge computing networks. In Proceedings of the 2021 24 th International Symposium on Wireless Personal Multimedia Communications (WPMC), Okayama, Japan, 14-16 December 2021; IEEE: Piscataway, NJ, USA, 2021; pp. 1-6. * _[PERSON] et al. (2019)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Multi-user offloading for edge computing networks: A dependency-aware and latency-optimal approach. _IEEE Internet Things J._**2019**, \(7\), 1678-1689. [CrossRef]
* _[PERSON] et al. (2021)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Multiagent deep reinforcement learning for task offloading and resource allocation in cybertwin-based networks. _IEEE Internet Things J._**2021**, \(8\), 16256-16268. [CrossRef]
* _[PERSON] et al. (2023)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Cooperative UAV resource allocation and task offloading in hierarchical aerial computing systems: A MAPPO based approach. _IEEE Internet Things J._**2023**, _10_, 10497-10509. [CrossRef]
* _[PERSON] et al. (2022)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Cost-efficient multi-service task offloading scheduling for mobile edge computing. _Appl. Intell._**2022**, _52_, 4028-4040. [CrossRef]
* _[PERSON] et al. (2024)_[PERSON]; [PERSON]; [PERSON] TODO: Task offloading decision optimizer for the efficient provision of offloading schemes. _Pervasive Mob. Comput._**2024**, _99_, 101892. [CrossRef]
* _[PERSON] et al. (2023)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] LiMPO: Lightweight mobility prediction and offloading framework using machine learning for mobile edge computing. _Clust. Comput._**2023**, _26_, 99-117. [CrossRef]
* _[PERSON] et al. (2021)_[PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] A deep reinforcement learning-based distributed service off loading method for edge computing empowered internet of vehicles. _Chin. J. Comput._**2021**, _44_, 2382-2405. * _[PERSON] et al. (2023)_[PERSON]; [PERSON]; [PERSON]; [PERSON] BiLSTM-based Federated Learning Computation Offloading and Resource Allocation Algorithm in MEC. _ACM Trans. Sens.