Semantic Communications (SemCom) and Task-Oriented Communications: Resource Allocation and Orchestration

This is an evolving awesome list of Semantic Communications (SemCom) and Task-Oriented Communications papers focused specifically on Resource Allocation and Orchestration. It does not include papers addressing SemCom improvements.

To read more about SemCom-based Resource Allocation and Orchestration, click here.

Wireless Resource Allocation In SemCom Systems

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• Xu, Chunmei, et al. "Semantic-Aware Power Allocation for Generative Semantic Communications with Foundation Models." arXiv preprint arXiv:2407.03050 (2024). link
• Shao, Zhiyu, et al. "Semantic-Aware Resource Allocation Based on Deep Reinforcement Learning for 5G-V2X HetNets." arXiv preprint arXiv:2406.07996 (2024). link
• Xu, Ruopeng, et al. "Resource Allocation for Green Probabilistic Semantic Communication with Rate Splitting." arXiv preprint arXiv:2404.00612 (2024). link
• Guo, Jie, et al. "Distributed Task-Oriented Communication Networks with Multimodal Semantic Relay and Edge Intelligence." IEEE Communications Magazine (2024). link
• Mu, Xidong, and Yuanwei Liu. "Exploiting semantic communication for non-orthogonal multiple access." IEEE Journal on Selected Areas in Communications 41.8 (2023): 2563-2576. link
• Park, Jihong, et al. "Towards Semantic Communication Protocols for 6G: From Protocol Learning to Language-Oriented Approaches." arXiv preprint arXiv:2310.09506 (2023). link
• Li, Kai, et al. "Towards ubiquitous semantic metaverse: Challenges, approaches, and opportunities." IEEE Internet of Things Journal (2023). link
• Lotfi, Fatemeh, Omid Semiari, and Walid Saad. "Semantic-aware collaborative deep reinforcement learning over wireless cellular networks." ICC 2022-IEEE International Conference on Communications. IEEE, 2022. link

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Networked Control Systems (NCSs)

• Luo, Jiping, and Nikolaos Pappas. "Semantic-Aware Remote Estimation of Multiple Markov Sources Under Constraints." arXiv preprint arXiv:2403.16855 (2024). Link
• Zakeri, Abolfazl, Mohammad Moltafet, and Marian Codreanu. "Semantic-aware Sampling and Transmission in Real-time Tracking Systems: A POMDP Approach." Authorea Preprints (2024). Link

Image & Video

• Zhang, Wenjing, et al. "Optimization of image transmission in cooperative semantic communication networks." IEEE Transactions on Wireless Communications 23.2 (2023): 861-873. Link

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Wireless Resource Allocation In Task-Oriented Communication

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• Mostaani, Arsham, et al. "Task-oriented communication design at scale." IEEE Transactions on Communications (2024). link
• Di Lorenzo, Paolo, et al. "Goal-oriented communications for the IoT: System design and adaptive resource optimization." IEEE Internet of Things Magazine 6.4 (2023): 26-32. link