diff --git a/examples/modified_cuda_samples/vectorAdd/vectorAdd.cu b/examples/modified_cuda_samples/vectorAdd/vectorAdd.cu
index 31fdca0c..25d0b52d 100644
--- a/examples/modified_cuda_samples/vectorAdd/vectorAdd.cu
+++ b/examples/modified_cuda_samples/vectorAdd/vectorAdd.cu
@@ -16,6 +16,7 @@
 #include <memory>
 #include <algorithm>
 #include <vector>
+#include <random>
 
 __global__ void vectorAdd(const float *A, const float *B, float *C, int numElements)
 {
@@ -37,7 +38,12 @@ int main()
 	auto h_B = std::vector<float>(numElements);
 	auto h_C = std::vector<float>(numElements);
 
-	auto generator = []() { return rand() / (float) RAND_MAX; };
+	auto generator = []() {
+		static std::random_device random_device;
+		static std::mt19937 randomness_generator { random_device() };
+		static std::uniform_real_distribution<float> distribution { 0.0, 1.0 };
+		return distribution(randomness_generator);
+	};
 	std::generate(h_A.begin(), h_A.end(), generator);
 	std::generate(h_B.begin(), h_B.end(), generator);
 
diff --git a/examples/modified_cuda_samples/vectorAddMMAP/vectorAddMMAP.cpp b/examples/modified_cuda_samples/vectorAddMMAP/vectorAddMMAP.cpp
index 99b2c90d..f7dca61c 100644
--- a/examples/modified_cuda_samples/vectorAddMMAP/vectorAddMMAP.cpp
+++ b/examples/modified_cuda_samples/vectorAddMMAP/vectorAddMMAP.cpp
@@ -255,7 +255,7 @@ int main()
 	auto generator = []() {
 		static std::random_device random_device;
 		static std::mt19937 randomness_generator { random_device() };
-		static std::uniform_real_distribution<> distribution { 0.0, 1.0 };
+		static std::uniform_real_distribution<float> distribution { 0.0, 1.0 };
 		return distribution(randomness_generator);
 	};
 	std::generate(h_A.begin(), h_A.end(), generator);
diff --git a/examples/modified_cuda_samples/vectorAddManaged/vectorAddManaged.cu b/examples/modified_cuda_samples/vectorAddManaged/vectorAddManaged.cu
index c5e01a87..a7b3a4c5 100644
--- a/examples/modified_cuda_samples/vectorAddManaged/vectorAddManaged.cu
+++ b/examples/modified_cuda_samples/vectorAddManaged/vectorAddManaged.cu
@@ -18,6 +18,7 @@
 #include <iostream>
 #include <algorithm>
 #include <cmath>
+#include <random>
 
 __global__ void vectorAdd(const float *A, const float *B, float *C, int numElements)
 {
@@ -39,7 +40,12 @@ int main()
 	auto buffer_B = cuda::memory::managed::make_unique_span<float>(numElements);
 	auto buffer_C = cuda::memory::managed::make_unique_span<float>(numElements);
 
-	auto generator = []() { return rand() / (float) RAND_MAX; };
+	auto generator = []() {
+		static std::random_device random_device;
+		static std::mt19937 randomness_generator { random_device() };
+		static std::uniform_real_distribution<float> distribution { 0.0, 1.0 };
+		return distribution(randomness_generator);
+	};
 	std::generate(buffer_A.begin(), buffer_A.end(), generator);
 	std::generate(buffer_B.begin(), buffer_B.end(), generator);
 
diff --git a/examples/modified_cuda_samples/vectorAddMapped/vectorAddMapped.cu b/examples/modified_cuda_samples/vectorAddMapped/vectorAddMapped.cu
index 0068487f..f07637de 100644
--- a/examples/modified_cuda_samples/vectorAddMapped/vectorAddMapped.cu
+++ b/examples/modified_cuda_samples/vectorAddMapped/vectorAddMapped.cu
@@ -18,6 +18,7 @@
 #include <iostream>
 #include <memory>
 #include <algorithm>
+#include <random>
 
 __global__ void vectorAdd(const float *A, const float *B, float *C, int numElements)
 {
@@ -45,7 +46,12 @@ int main()
 	auto b = buffer_B.as_spans<float>();
 	auto c = buffer_C.as_spans<float>();
 
-	auto generator = []() { return rand() / (float) RAND_MAX; };
+	auto generator = []() {
+		static std::random_device random_device;
+		static std::mt19937 randomness_generator { random_device() };
+		static std::uniform_real_distribution<float> distribution { 0.0, 1.0 };
+		return distribution(randomness_generator);
+	};
 	std::generate(a.host_side.begin(), b.host_side.end(), generator);
 
 	// Launch the Vector Add CUDA Kernel
diff --git a/examples/modified_cuda_samples/vectorAdd_nvrtc/vectorAdd_nvrtc.cpp b/examples/modified_cuda_samples/vectorAdd_nvrtc/vectorAdd_nvrtc.cpp
index b80605ff..e5792754 100644
--- a/examples/modified_cuda_samples/vectorAdd_nvrtc/vectorAdd_nvrtc.cpp
+++ b/examples/modified_cuda_samples/vectorAdd_nvrtc/vectorAdd_nvrtc.cpp
@@ -60,7 +60,7 @@ int main(void)
 	auto generator = []() {
 		static std::random_device random_device;
 		static std::mt19937 randomness_generator { random_device() };
-		static std::uniform_real_distribution<> distribution { 0.0, 1.0 };
+		static std::uniform_real_distribution<float> distribution { 0.0, 1.0 };
 		return distribution(randomness_generator);
 	};
 	std::generate(h_A.begin(), h_A.end(), generator);
diff --git a/examples/modified_cuda_samples/vectorAdd_ptx/vectorAdd_ptx.cpp b/examples/modified_cuda_samples/vectorAdd_ptx/vectorAdd_ptx.cpp
index 6960f8ed..02fd7df8 100644
--- a/examples/modified_cuda_samples/vectorAdd_ptx/vectorAdd_ptx.cpp
+++ b/examples/modified_cuda_samples/vectorAdd_ptx/vectorAdd_ptx.cpp
@@ -100,7 +100,7 @@ int main(void)
 	auto generator = []() {
 		static std::random_device random_device;
 		static std::mt19937 randomness_generator { random_device() };
-		static std::uniform_real_distribution<> distribution { 0.0, 1.0 };
+		static std::uniform_real_distribution<float> distribution { 0.0, 1.0 };
 		return distribution(randomness_generator);
 	};
 	std::generate(h_A.begin(), h_A.end(), generator);
diff --git a/examples/modified_cuda_samples/vectorAdd_unique_regions/vectorAdd_unique_regions.cu b/examples/modified_cuda_samples/vectorAdd_unique_regions/vectorAdd_unique_regions.cu
index 6b2901b4..5668707d 100644
--- a/examples/modified_cuda_samples/vectorAdd_unique_regions/vectorAdd_unique_regions.cu
+++ b/examples/modified_cuda_samples/vectorAdd_unique_regions/vectorAdd_unique_regions.cu
@@ -17,6 +17,7 @@
 #include <iostream>
 #include <memory>
 #include <algorithm>
+#include <random>
 
 __global__ void vectorAdd(const float *A, const float *B, float *C, int numElements)
 {
@@ -38,7 +39,13 @@ int main()
 	auto h_B = std::vector<float>(numElements);
 	auto h_C = std::vector<float>(numElements);
 
-	auto generator = []() { return rand() / (float) RAND_MAX; };
+	auto generator = []() {
+		static std::random_device random_device;
+		static std::mt19937 randomness_generator { random_device() };
+		static std::uniform_real_distribution<float> distribution { 0.0, 1.0 };
+		return distribution(randomness_generator);
+	};
+
 	std::generate(h_A.begin(), h_A.end(), generator);
 	std::generate(h_B.begin(), h_B.end(), generator);