tensorflow / tensorflow/gnn

Graph explainability : feature suggestion

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Dominant language
Python
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Description

It would be interesting to add a feature for model explainability like GNNExplainer, PGExplainer, or any other explainability method.

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by reviewing the TensorFlow GNN explainability APIs and the methods named in the issue: GNNExplainer and PGExplainer. The issue does not identify files, entry points, tests, or a preferred method, so the scope and completion criteria need to be clarified before implementation can begin.

Written by the indexing model from the issue text.

Assessment

Tech stack
python, tensorflow
Domain
machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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