diff --git a/pixi.lock b/pixi.lock
index 1bd2040..be805d7 100644
--- a/pixi.lock
+++ b/pixi.lock
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+      - conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.5.2-py312h816cc57_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/scipy-1.14.1-py312h337df96_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-75.6.0-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-8.1.0-pyhd8ed1ab_1.conda
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.2-py312h7a48858_1.conda
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-  - python_abi 3.12.* *_cp312
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.6.0-py310h27f47ee_0.conda
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-  - numpy >=1.19,<3
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-  - python_abi 3.10.* *_cp310
-  - scipy
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.6.0-py311h57cc02b_0.conda
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-  md5: 7547811275e8addf01b68d513b0e3240
+- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.2-py311h57cc02b_1.conda
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+  md5: d1b6d7a73364d9fe20d2863bd2c43e3a
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   - _openmp_mutex >=4.5
@@ -22239,11 +22199,11 @@ packages:
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.6.0-py312h7a48858_0.conda
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-  md5: 3890dc810f949afb3d26916743b529f4
+  size: 10596895
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+- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.2-py312h7a48858_1.conda
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+  md5: 6b5f4c68483bd0c22bca9094dafc606b
   depends:
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@@ -22259,8 +22219,8 @@ packages:
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   license: BSD-3-Clause
   license_family: BSD
-  size: 10537886
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.5.2-py312h9d777eb_1.conda
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+- conda: https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.5.2-py311ha1d5734_1.conda
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-  - python_abi 3.12.* *_cp312
-  - scipy
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.6.0-py310h6ed8a50_0.conda
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-  - numpy >=1.19,<3
-  - python >=3.10,<3.11.0a0
-  - python_abi 3.10.* *_cp310
-  - scipy
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-  arch: x86_64
-  platform: osx
-  license: BSD-3-Clause
-  license_family: BSD
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.6.0-py311h542f1db_0.conda
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-  - numpy >=1.19,<3
   - python >=3.11,<3.12.0a0
   - python_abi 3.11.* *_cp311
   - scipy
@@ -22335,16 +22257,16 @@ packages:
   platform: osx
   license: BSD-3-Clause
   license_family: BSD
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.6.0-py312he1a5313_0.conda
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-  md5: 577b382f9bd6dc7ead6b10493db28b01
+  size: 9712928
+  timestamp: 1726083255913
+- conda: https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.5.2-py312h9d777eb_1.conda
+  sha256: f02c5ccc044afd85ce8bfb4504526ad2d65b24d11541145d5423a5f3abc7e19c
+  md5: 258180f3d58e64d6a0be0abf2b125944
   depends:
   - __osx >=10.13
   - joblib >=1.2.0
-  - libcxx >=18
-  - llvm-openmp >=18.1.8
+  - libcxx >=17
+  - llvm-openmp >=17.0.6
   - numpy >=1.19,<3
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
@@ -22354,8 +22276,8 @@ packages:
   platform: osx
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   license_family: BSD
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.5.2-py312h387f99c_1.conda
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-  md5: 7a6a47b8182f8c5bdabdc772f1357e01
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.5.2-py311h9e23f0f_1.conda
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+  md5: ad77674e1f893b3ffe27ffa532e2724f
   depends:
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   - llvm-openmp >=17.0.6
   - numpy >=1.19,<3
-  - python >=3.12,<3.13.0a0
-  - python >=3.12,<3.13.0a0 *_cpython
-  - python_abi 3.12.* *_cp312
-  - scipy
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-  arch: arm64
-  platform: osx
-  license: BSD-3-Clause
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.6.0-py310h48c93d9_0.conda
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-  - numpy >=1.19,<3
-  - python >=3.10,<3.11.0a0
-  - python >=3.10,<3.11.0a0 *_cpython
-  - python_abi 3.10.* *_cp310
-  - scipy
-  - threadpoolctl >=3.1.0
-  arch: arm64
-  platform: osx
-  license: BSD-3-Clause
-  license_family: BSD
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.6.0-py311h47fa2fb_0.conda
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   - python >=3.11,<3.12.0a0
   - python >=3.11,<3.12.0a0 *_cpython
   - python_abi 3.11.* *_cp311
@@ -22434,16 +22316,16 @@ packages:
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.6.0-py312h39203ce_0.conda
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-  md5: f4a2235dee495a63e32c374d63284556
+  size: 9729967
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+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.5.2-py312h387f99c_1.conda
+  sha256: 9a5b51f8699d233a87d67c200aceb5a4b1bd9a899596c2eb958fddc6c2ddb60b
+  md5: 7a6a47b8182f8c5bdabdc772f1357e01
   depends:
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   - joblib >=1.2.0
-  - libcxx >=18
-  - llvm-openmp >=18.1.8
+  - libcxx >=17
+  - llvm-openmp >=17.0.6
   - numpy >=1.19,<3
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
@@ -22454,30 +22336,11 @@ packages:
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-  - scipy
-  - threadpoolctl >=3.1.0
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  arch: x86_64
-  platform: win
-  license: BSD-3-Clause
-  license_family: BSD
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-  timestamp: 1726083836746
-- conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.6.0-py310hf2a6c47_0.conda
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-  md5: dfe799e824aa819bfcef150869952897
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+- conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.5.2-py310hf2a6c47_1.conda
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+  md5: bef8985d120ce63d9d68c3799fb9d10c
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-- conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.6.0-py311hdcb8d17_0.conda
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-  md5: c399c99a0ecbd1434885b2aa9a7fa857
+  size: 8255129
+  timestamp: 1726083798915
+- conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.5.2-py311hdcb8d17_1.conda
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+  md5: c3e550b20baa56f911022f6304c8f547
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@@ -22511,11 +22374,11 @@ packages:
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-- conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.6.0-py312h816cc57_0.conda
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-  md5: c8b9fa52191db2e7990677591f696f38
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+- conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.5.2-py312h816cc57_1.conda
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+  md5: e2b5c3288bd3f8e89a46b98f8d9e8768
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@@ -22530,8 +22393,8 @@ packages:
   platform: win
   license: BSD-3-Clause
   license_family: BSD
-  size: 9437623
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 - conda: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.14.1-py310hfcf56fc_2.conda
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   md5: b5d548b2a7cf8d0c74fc6c4bf42d1ca5
diff --git a/pixi.toml b/pixi.toml
index 69bf132..00cee11 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -26,7 +26,9 @@ mypy = "*"
 pytest = ">=6"
 pytest-cov = "*"
 pytest-xdist = "*"
-scikit-learn = ">=1.4"
+# Remove the upper bound once this xgboost problem
+# has been fixed: https://github.com/dmlc/xgboost/issues/11093
+scikit-learn = ">=1.4,<1.6"
 numpy = "*"
 pandas = "*"
 typing-extensions = "*"