diff --git a/ports/mlpack/portfile.cmake b/ports/mlpack/portfile.cmake
index 125b1c192a..93621ccb12 100644
--- a/ports/mlpack/portfile.cmake
+++ b/ports/mlpack/portfile.cmake
@@ -3,7 +3,7 @@ vcpkg_from_github(
     OUT_SOURCE_PATH SOURCE_PATH
     REPO mlpack/mlpack
     REF "${VERSION}"
-    SHA512 3ca6a621f14c99202e18eb61defd90420e230791a057ee9d9f8299630904a052da91208bd30ebbb080fd9bc49296a8a9f9fdb023b0408c0d4859792b8929f970
+    SHA512 c5cfb92bbb51a2455039959029d648baca3b1ed1e660393bda2eb6e269dd8808ada47b1c736987d185eb3ee043f6fac1850e72d2c9489f57965e5db70bbc7895
     HEAD_REF master
 )
 
diff --git a/ports/mlpack/vcpkg.json b/ports/mlpack/vcpkg.json
index 2ffb79adc6..a9983c92f7 100644
--- a/ports/mlpack/vcpkg.json
+++ b/ports/mlpack/vcpkg.json
@@ -1,6 +1,6 @@
 {
   "name": "mlpack",
-  "version": "4.7.0",
+  "version": "4.8.0",
   "description": "mlpack is an intuitive, fast, and flexible header-only C++ machine learning library with bindings to other languages.",
   "homepage": "https://github.com/mlpack/mlpack",
   "license": "BSD-3-Clause",
diff --git a/scripts/ci.feature.baseline.txt b/scripts/ci.feature.baseline.txt
index 5270b6a118..17c49d4694 100644
--- a/scripts/ci.feature.baseline.txt
+++ b/scripts/ci.feature.baseline.txt
@@ -771,7 +771,6 @@ metrohash:arm64-linux=fail
 minc:arm64-linux=cascade
 minc[minc1](android)=feature-fails
 minisat-master-keying:arm64-linux=fail
-mlpack:arm64-linux=cascade
 mnn[cuda]:x64-windows-static-md=cascade
 mnn[cuda]:x64-windows-static=cascade
 mnn[cuda]:x64-windows=cascade
diff --git a/versions/baseline.json b/versions/baseline.json
index cb344eebaf..e5d44c5c60 100644
--- a/versions/baseline.json
+++ b/versions/baseline.json
@@ -6625,7 +6625,7 @@
       "port-version": 0
     },
     "mlpack": {
-      "baseline": "4.7.0",
+      "baseline": "4.8.0",
       "port-version": 0
     },
     "mman": {
diff --git a/versions/m-/mlpack.json b/versions/m-/mlpack.json
index 43443e6bc6..09d6a00d71 100644
--- a/versions/m-/mlpack.json
+++ b/versions/m-/mlpack.json
@@ -1,5 +1,10 @@
 {
   "versions": [
+    {
+      "git-tree": "d943c84e0dcf30126a21360ad33bb9c49fe2885e",
+      "version": "4.8.0",
+      "port-version": 0
+    },
     {
       "git-tree": "777b69ead29bf0f49256bb64f7ee635228bc76f7",
       "version": "4.7.0",