Failing test_dask_dataframe with RAPIDS 25.02 and Dask 2024.12.1

[hcho3]

=================================== FAILURES ===================================
____________________ TestDistributedGPU.test_dask_dataframe ____________________

...

>           raise ValueError(f"Cannot fuse tasks with multiple outputs {leafs}")
E           ValueError: Cannot fuse tasks with multiple outputs
{('operation-fused-values-628d7992426e5fc9d76155a287ed9afa', 0),
('any-7abed07bc53ca085fa8e8438f127f33d', 0, 0)}

https://github.com/dmlc/xgboost/actions/runs/13776617564/job/38527508571?pr=11323

The CI image was generated in dmlc/xgboost-devops#14

[hcho3]

@trivialfis Have you seen this error before?

[trivialfis]

Yes, I can reproduce. Along with #10994 (comment)

[trivialfis]

cc @TomAugspurger