diff --git a/README.md b/README.md
index 98b2586..fd5a498 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,7 @@ Summary: LightGBM is a gradient boosting framework that uses tree based learning
 
 Development: https://github.com/microsoft/LightGBM
 
-Documentation: https://lightgbm.readthedocs.io/en/v4.5.0/
+Documentation: https://lightgbm.readthedocs.io/en/v4.6.0/
 
 A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
 
diff --git a/recipe/boost_shared.diff b/recipe/boost_shared.diff
deleted file mode 100644
index 56f0693..0000000
--- a/recipe/boost_shared.diff
+++ /dev/null
@@ -1,17 +0,0 @@
---- CMakeLists.txt      2022-11-09 06:37:21.000000000 -0600
-+++ CMakeLists.txt      2024-06-26 09:35:55.336166188 -0500
-@@ -187,13 +187,13 @@
-     include_directories(${OpenCL_INCLUDE_DIRS})
-     message(STATUS "OpenCL include directory: " ${OpenCL_INCLUDE_DIRS})
-     if(WIN32)
--        set(Boost_USE_STATIC_LIBS ON)
-+        set(Boost_USE_STATIC_LIBS OFF)
-     endif()
-     find_package(Boost 1.56.0 COMPONENTS filesystem system REQUIRED)
-     if(WIN32)
-         # disable autolinking in boost
-         add_definitions(-DBOOST_ALL_NO_LIB)
-     endif()
-     include_directories(${Boost_INCLUDE_DIRS})
-     add_definitions(-DUSE_GPU)
- endif()
diff --git a/recipe/meta.yaml b/recipe/meta.yaml
index c3f4890..28bed03 100644
--- a/recipe/meta.yaml
+++ b/recipe/meta.yaml
@@ -1,4 +1,4 @@
-{% set version = "4.5.0" %}
+{% set version = "4.6.0" %}
 
 package:
   name: liblightgbm
@@ -6,15 +6,15 @@ package:
 
 source:
   url: https://pypi.org/packages/source/l/lightgbm/lightgbm-{{ version }}.tar.gz
-  sha256: e1cd7baf0318d4e308a26575a63a4635f08df866ad3622a9d8e3d71d9637a1ba
+  sha256: cb1c59720eb569389c0ba74d14f52351b573af489f230032a1c9f314f8bab7fe
   patches:
-    - boost_shared.diff
+    - patches/0001-boost-shared.patch
     # Taken from https://github.com/microsoft/LightGBM/blob/v4.5.0/build-python.sh#L308-L316
     # except that we don't copy lib_lightgbm.so to SP_DIR
-    - use_precompiled.diff
+    - patches/0002-use-precompiled.patch
 
 build:
-  number: 4
+  number: 0
   string: cuda_h{{ PKG_HASH }}_{{ PKG_BUILDNUM }}  # [cuda_compiler_version != "None"]
   string: cpu_h{{ PKG_HASH }}_{{ PKG_BUILDNUM }}  # [cuda_compiler_version == "None"]
   # CUDA is not supported in windows
@@ -80,7 +80,7 @@ outputs:
         - dask >=2.0.0
         - pandas >=0.24.0
         - pyarrow >=6.0.1
-        - scikit-learn !=0.22.0
+        - scikit-learn >=0.24.2
     test:
       files:
         - python_run_test.py
diff --git a/recipe/patches/0001-boost-shared.patch b/recipe/patches/0001-boost-shared.patch
new file mode 100644
index 0000000..374fa40
--- /dev/null
+++ b/recipe/patches/0001-boost-shared.patch
@@ -0,0 +1,11 @@
+--- a/CMakeLists.txt
++++ b/CMakeLists.txt
+@@ -191,7 +191,7 @@ if(USE_GPU)
+     include_directories(${OpenCL_INCLUDE_DIRS})
+     message(STATUS "OpenCL include directory: " ${OpenCL_INCLUDE_DIRS})
+     if(WIN32)
+-        set(Boost_USE_STATIC_LIBS ON)
++        set(Boost_USE_STATIC_LIBS OFF)
+     endif()
+     find_package(Boost 1.56.0 COMPONENTS filesystem system REQUIRED)
+     if(WIN32)
diff --git a/recipe/use_precompiled.diff b/recipe/patches/0002-use-precompiled.patch
similarity index 79%
rename from recipe/use_precompiled.diff
rename to recipe/patches/0002-use-precompiled.patch
index 5383409..ab7fcfe 100644
--- a/recipe/use_precompiled.diff
+++ b/recipe/patches/0002-use-precompiled.patch
@@ -1,8 +1,8 @@
 diff --git a/lightgbm/libpath.py b/lightgbm/libpath.py
-index a55e736..0ee2c7f 100644
+index 0e6b8425..a6f843c0 100644
 --- a/lightgbm/libpath.py
 +++ b/lightgbm/libpath.py
-@@ -4,6 +4,7 @@
+@@ -6,6 +6,7 @@ from os import environ
  from pathlib import Path
  from platform import system
  from typing import List
@@ -10,7 +10,7 @@ index a55e736..0ee2c7f 100644
  
  __all__: List[str] = []
  
-@@ -16,15 +17,14 @@ def find_lib_path() -> List[str]:
+@@ -18,15 +19,14 @@ def _find_lib_path() -> List[str]:
      lib_path: list of str
         List of all found library paths to LightGBM.
      """
@@ -31,32 +31,32 @@ index a55e736..0ee2c7f 100644
          dll_path = [p / "lib_lightgbm.dll" for p in dll_path]
      elif system() == "Darwin":
          dll_path = [p / "lib_lightgbm.dylib" for p in dll_path]
-diff --git a/pyproject.toml b/pyproject.toml
-index 6234464..74de135 100644
+diff --git a//pyproject.toml b/pyproject.toml
+index fa281078..3e35059f 100644
 --- a/pyproject.toml
 +++ b/pyproject.toml
-@@ -54,35 +54,11 @@ documentation = "https://lightgbm.readthedocs.io/en/latest/"
+@@ -55,35 +55,11 @@ documentation = "https://lightgbm.readthedocs.io/en/latest/"
  repository = "https://github.com/microsoft/LightGBM.git"
  changelog = "https://github.com/microsoft/LightGBM/releases"
  
 -# start:build-system
  [build-system]
 -
--requires = ["scikit-build-core>=0.9.3"]
+-requires = ["scikit-build-core>=0.10.1"]
 -build-backend = "scikit_build_core.build"
 -
 -# based on https://github.com/scikit-build/scikit-build-core#configuration
 -[tool.scikit-build]
 -
--cmake.version = ">=3.18"
+-cmake.version = "CMakeLists.txt"
 -ninja.version = ">=1.11"
 -ninja.make-fallback = true
 -cmake.args = [
 -    "-D__BUILD_FOR_PYTHON:BOOL=ON"
 -]
--cmake.verbose = false
+-build.verbose = false
 -cmake.build-type = "Release"
--cmake.targets = ["_lightgbm"]
+-build.targets = ["_lightgbm"]
 -# stripping binaries should be turned back on once this is fixed:
 -# https://github.com/jameslamb/pydistcheck/issues/235
 -install.strip = false
@@ -65,7 +65,7 @@ index 6234464..74de135 100644
 -wheel.py-api = "py3"
 -experimental = false
 -strict-config = false
--minimum-version = "0.9.3"
+-minimum-version = "build-system.requires"
 -
 -# end:build-system
 +requires = ["setuptools"]
@@ -73,5 +73,5 @@ index 6234464..74de135 100644
 +[tool.setuptools.packages]
 +find = {}
  
- [tool.isort]
- include_trailing_comma = true
+ [tool.mypy]
+ disallow_untyped_defs = true