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Ideas for Circles <> AI integrations #387

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gabrielfior opened this issue Aug 8, 2024 · 1 comment
Open

Ideas for Circles <> AI integrations #387

gabrielfior opened this issue Aug 8, 2024 · 1 comment

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@gabrielfior
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We list potential ideas for collaborating with Circles using GNNs below:

  • Link prediction in Circles graph --> Recommendation of friends
  • Node classification in Circles graph --> Classifying fraud/duplicated/bot/... accounts

As reference, Pond is working on GNNs for predicting wallet interactions (https://x.com/PondGNN/status/1821165698938261634?t=-COOcXqP1EP_hhyYIkWqkg&s=19). The basic idea is predicting next wallet interaction (which is a link in the graph), so protocols can explore e.g. marketing, etc.

Since Circles has a Web of Trust, it would be interesting to see if we can apply GNNs to that.

@gabrielfior
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Interesting reference regarding Circles metrics for analytics use cases
https://github.com/jaensen/circles-reputation-metrics/tree/main

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