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Showing 1 to 4 of 4 for “"Peer-to-Peer (P2P) Overlay Network"”.

  1. EdgeFn: A Lightweight Customizable Data Store for Serverless Edge Computing

    … However, it poses several challenges due to the edge network's dynamic nature and serverless applications' latency constraints. In this work, we introduce EdgeFn, a lightweight distributed data store for the serverless edge computing system. While serverless comput- ing platforms simplify …

    vt Repository record for EdgeFn: A Lightweight Customizable Data Store for Serverless Edge Computing (opens in a new tab)

  2. Scaled: Scalable Federated Learning via Distributed Hash Table Based Overlays

    … a large amount of personal data. However, due to the privacy concern, collecting the private data in cloud centers for training Machine Learning (ML) models becomes unrealistic. To address this problem, Federated Learning (FL) is proposed. Yet, central bottleneck has become a severe concern …

    vt Repository record for Scaled: Scalable Federated Learning via Distributed Hash Table Based Overlays (opens in a new tab)

  3. GraphDHT: Scaling Graph Neural Networks' Distributed Training on Edge Devices on a Peer-to-Peer Distributed Hash Table Network

    … innovative strategy for distributed Graph Neural Network (GNN) training, leveraging a peer-to-peer network of heterogeneous edge devices interconnected through a Distributed Hash Table (DHT). As GNNs become increasingly vital in analyzing graph-structured data across various domains, they pose …

    vt Repository record for GraphDHT: Scaling Graph Neural Networks' Distributed Training on Edge Devices on a Peer-to-Peer Distributed Hash Table Network (opens in a new tab)