ConfoundingSHAP

[mariebrockschmidt]

Motivation and Context

This PR adds the ConfoundingSHAP games defined in the paper:

Public API Changes

• No Public API changes
• Yes, Public API changes (Details below)

Adding the shapiq_games for further benchmarking.

How Has This Been Tested?

example file has been created and functionality was tested locally.

Checklist

• The changes have been tested locally.
• Documentation has been updated (if the public API or usage changes).
• An entry has been added to CHANGELOG.md (if relevant for users).
• The code follows the project's style guidelines.
• I have considered the impact of these changes on the public API.

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.

📢 Thoughts on this report? Let us know!

[mmschlk]

Very nice! One question I had is weather we should merge this PR after the refactor of the benchmark? Or what do you think @mariebrockschmidt and @Advueu963?

[Advueu963]

@mmschlk this would not really introduce many changes in shapiq-benchmark, only a few registrations in the dictionaries of shapiq-benchmark. But also happy to do so after the merge of shapiq-benchmark.

[mmschlk]

@mariebrockschmidt and @Advueu963, now with 1.6.0 we have the rework of the shapiq-benchmark in. We could now put this one in as well? Are there any things we need to do now or is this already good to go? :)

[mmschlk]

From me this is good. But @Advueu963 should still take a look. :)