1.2k citations · 9.5k across the 261 of their papers we have counts for
10 papers · 1 filter
From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy
Charmin Asirimath, Chathuranga Weeraddana, Sumudu Samarakoon +2
This work explores the advantages of using persistence diagrams (PDs), topological signatures of raw point cloud data, in a point-to-point communication setting. PD is a structural…
Resilient-By-Design: A Resiliency Framework for Future Wireless Networks
Nurul Huda Mahmood, Sumudu Samarakoon, Pawani Porambage +2
Our future society will be increasingly digitalized, hyper-connected and globally data driven. The sixth generation (6G) and beyond 6G wireless networks are expected to bridge the…
Decentralized RL-Based Data Transmission Scheme for Energy Efficient Harvesting
Rafaela Scaciota, Glauber Brante, Richard Souza +4
The evolving landscape of the Internet of Things (IoT) has given rise to a pressing need for an efficient communication scheme. As the IoT user ecosystem continues to expand, tradi…
Resource Optimization for Tail-Based Control in Wireless Networked Control Systems
Rasika Vijithasena, Rafaela Scaciota, Mehdi Bennis +1
Achieving control stability is one of the key design challenges of scalable Wireless Networked Control Systems (WNCS) under limited communication and computing resources. This pape…
Wireless Federated Learning over Resource-Constrained Networks: Digital versus Analog Transmissions
Jiacheng Yao, Wei Xu, Zhaohui Yang +3
To enable wireless federated learning (FL) in communication resource-constrained networks, two communication schemes, i.e., digital and analog ones, are effective solutions. In thi…
Knowledge Distillation from Language-Oriented to Emergent Communication for Multi-Agent Remote Control
Yongjun Kim, Sejin Seo, Jihong Park +3
In this work, we compare emergent communication (EC) built upon multi-agent deep reinforcement learning (MADRL) and language-oriented semantic communication (LSC) empowered by a pr…