Update dependency xgboost to v3.1.0

[renovate]

This PR contains the following updates:

Package	Change	Age	Confidence
xgboost	==3.0.5 -> ==3.1.0
xgboost	==2.1.4 -> ==3.1.0

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Release Notes

dmlc/xgboost (xgboost)

v3.1.0: Release 3.1.0 stable

Compare Source

Release note

https://xgboost.readthedocs.io/en/latest/changes/v3.1.0.html

Additional artifacts:

You can verify the downloaded packages by running the following command on your Unix shell:

echo "<hash> <artifact>" | shasum -a 256 --check

4c42d35976067270a9255bf9ee290a706917bb3929a60cdd74d4dd3f1a9c86cc  xgboost-src-3.1.0.tar.gz
79b3407f19ccfa7344ee1a7ae9afb845cff9472c5a736fbdbdf95d98950c8290  xgboost_r_gpu_linux.tar.gz

Experimental binary packages for R with CUDA enabled

• xgboost_r_gpu_linux_3.1.0.tar.gz: Download

Source tarball

• xgboost-src-3.1.0.tar.gz: Download

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