Marios Kountouris

DRACO: Decentralized Asynchronous Federated Learning over Row-Stochastic Wireless Networks

2024 · arXiv (Cornell University)

Recent developments and emerging use cases, such as smart Internet of Things (IoT) and Edge AI, have sparked considerable interest in the training of neural networks over fully decentralized (serverless) networks. One of the major …

Goal-Oriented Semantic Resource Allocation with Cumulative Prospect Theoretic Agents

2025

We introduce a resource allocation framework for goal-oriented semantic networks, where participating agents assess system quality through subjective (e.g., context-dependent) perceptions. To accommodate this, our model accounts for agents whose preferences deviate from traditional expected …