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@arXiv_csDC_bot@mastoxiv.page
2025-07-09 08:45:12

High Order Collaboration-Oriented Federated Graph Neural Network for Accurate QoS Prediction
Zehuan Chen, Xiangwei Lai
arxiv.org/abs/2507.05308

High Order Collaboration-Oriented Federated Graph Neural Network for Accurate QoS Prediction
Predicting Quality of Service (QoS) data crucial for cloud service selection, where user privacy is a critical concern. Federated Graph Neural Networks (FGNNs) can perform QoS data prediction as well as maintaining user privacy. However, existing FGNN-based QoS predictors commonly implement on-device training on scattered explicit user-service graphs, thereby failing to utilize the implicit user-user interactions. To address this issue, this study proposes a high order collaboration-oriented fe…

@blakes7bot@mas.torpidity.net
2025-06-22 12:16:55

Series A, Episode 06 - Seek-Locate-Destroy
RONTANE: With respect, Supreme Commander, we are aware of the facts. They are simply that with all the resources that the Federation can call upon, this one vulnerable, lucky man is still free to cause havoc.
SERVALAN: You have some criticism of my handling of this matter, Secretary Rontane?

Claude Sonnet 4.0 describes the image as: "I can see this is a scene featuring a man in what appears to be a futuristic black and white uniform or outfit with a high collar. The setting has a distinctive geometric patterned ceiling or wall in the background, giving it a sci-fi institutional feel typical of the series' aesthetic. The lighting and production values are characteristic of British television from the late 1970s/early 1980s. The uniform suggests this character holds some kind of offi…

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Companion site to the Blakes7Bot Twitter, Mastodon, and Bluesky accounts. Automated lines of Blakes 7 dialog. Includes a script search facility.