diff --git a/tests/ci_build/build_r_pkg_with_cuda_win64.sh b/tests/ci_build/build_r_pkg_with_cuda_win64.sh
index d44a418d1abc..83cc73efb388 100644
--- a/tests/ci_build/build_r_pkg_with_cuda_win64.sh
+++ b/tests/ci_build/build_r_pkg_with_cuda_win64.sh
@@ -18,7 +18,7 @@ mv xgboost/ xgboost_rpack/
 
 mkdir build
 cd build
-cmake .. -G"Visual Studio 17 2022" -A x64 -DUSE_CUDA=ON -DR_LIB=ON -DLIBR_HOME="c:\\Program Files\\R\\R-3.6.3"
+cmake .. -G"Visual Studio 17 2022" -A x64 -DUSE_CUDA=ON -DR_LIB=ON -DLIBR_HOME="c:\\Program Files\\R\\R-4.3.2"
 cmake --build . --config Release --parallel
 cd ..