diff --git a/poetry.lock b/poetry.lock
index f73a69a..b8e3b61 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2665,7 +2665,7 @@ description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "nvidia_nccl_cu12-2.25.1-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:4ab428bc915785cc66e8c57cb34c7a64cf739c46702b8db748b6ad6cc7180cf8"},
     {file = "nvidia_nccl_cu12-2.25.1-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:362aed5963fb9ea2ed2f264409baae30143498fd0e5c503aeaa1badd88cdc54a"},
@@ -5268,23 +5268,23 @@ files = [
 
 [[package]]
 name = "xgboost"
-version = "3.1.2"
+version = "3.1.3"
 description = "XGBoost Python Package"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "xgboost-3.1.2-py3-none-macosx_10_15_x86_64.whl", hash = "sha256:b44f6ee43a28b998e289ab05285bd65a65d7999c78cf60b215e523d23dc94c5d"},
-    {file = "xgboost-3.1.2-py3-none-macosx_12_0_arm64.whl", hash = "sha256:09690f7430504fcd3b3e62bf826bb1282bb49873b68b07120d2696ab5638df41"},
-    {file = "xgboost-3.1.2-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:f9b83f39340e5852bbf3e918318e7feb7a2a700ac7e8603f9bc3a06787f0d86b"},
-    {file = "xgboost-3.1.2-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:24879ac75c0ee21acae0101f791bc43303f072a86d70fdfc89dae10a0008767f"},
-    {file = "xgboost-3.1.2-py3-none-win_amd64.whl", hash = "sha256:e627c50003269b4562aa611ed348dff8cb770e11a9f784b3888a43139a0f5073"},
-    {file = "xgboost-3.1.2.tar.gz", hash = "sha256:0f94496db277f5c227755e1f3ec775c59bafae38f58c94aa97c5198027c93df5"},
+    {file = "xgboost-3.1.3-py3-none-macosx_10_15_x86_64.whl", hash = "sha256:e16a6c352ee1a4c19372a7b2bb75129e10e63adeeabd3d11f21b7787378e5a50"},
+    {file = "xgboost-3.1.3-py3-none-macosx_12_0_arm64.whl", hash = "sha256:a7a1d59f3529de0ad9089c59b6cc595cd7b4424feabcc06463c4bde41f202f74"},
+    {file = "xgboost-3.1.3-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:2e31482633883b2e95fda6055db654bbfac82e10d91ad3d9929086ebd28eb1c4"},
+    {file = "xgboost-3.1.3-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:687504d1d76dc797df08b0dbe8b83d58629cdc06df52378f617164d16142bf2c"},
+    {file = "xgboost-3.1.3-py3-none-win_amd64.whl", hash = "sha256:3fe349b4c6030f0d66e166a3a6b7d470e776d530ea240d77335e36144cbe132a"},
+    {file = "xgboost-3.1.3.tar.gz", hash = "sha256:0aeaa59d7ba09221a6fa75f70406751cfafdf3f149d0a91b197a1360404a28f3"},
 ]
 
 [package.dependencies]
 numpy = "*"
-nvidia-nccl-cu12 = {version = "*", markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""}
+nvidia-nccl-cu12 = {version = "*", markers = "platform_system == \"Linux\""}
 scipy = "*"
 
 [package.extras]
@@ -5450,4 +5450,4 @@ test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.funct
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.12"
-content-hash = "173bbe4d4636a4a4d86949b147944bc46fd0d56c296fbc0b77382919d80294c7"
+content-hash = "9058bc5202b84572cc65ae813fc961e2211c4772a054a315fa669c428b95b257"
diff --git a/pyproject.toml b/pyproject.toml
index 7a736ce..07bce2e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,7 @@ kaleido = "1.2.0"
 pycaret = "^3.3.2"
 pandas = "2.1.4"
 kaggle = "^1.8.3"
-xgboost = "^3.1.2"
+xgboost = "^3.1.3"
 catboost = "^1.2.8"
 fairlearn = "^0.13.0"
 matplotlib = "3.7.5"