diff --git a/cpp/subprojects/boosting/include/mlrl/boosting/learner.hpp b/cpp/subprojects/boosting/include/mlrl/boosting/learner.hpp
index c731da927..ec232e7b4 100644
--- a/cpp/subprojects/boosting/include/mlrl/boosting/learner.hpp
+++ b/cpp/subprojects/boosting/include/mlrl/boosting/learner.hpp
@@ -321,8 +321,7 @@ namespace boosting {
              * examples.
              */
             virtual void useNoQuantization() {
-                Property<IQuantizationConfig> property = this->getQuantizationConfig();
-                property.set(std::make_unique<NoQuantizationConfig>());
+                this->getQuantizationConfig().set(std::make_unique<NoQuantizationConfig>());
             }
     };
 
@@ -343,10 +342,9 @@ namespace boosting {
              *         configuration of the quantization method
              */
             virtual IStochasticQuantizationConfig& useStochasticQuantization() {
-                Property<IQuantizationConfig> property = this->getQuantizationConfig();
-                std::unique_ptr<StochasticQuantizationConfig> ptr = std::make_unique<StochasticQuantizationConfig>();
+                auto ptr = std::make_unique<StochasticQuantizationConfig>(this->getRNGConfig());
                 IStochasticQuantizationConfig& ref = *ptr;
-                property.set(std::move(ptr));
+                this->getQuantizationConfig().set(std::move(ptr));
                 return ref;
             }
     };
diff --git a/cpp/subprojects/boosting/include/mlrl/boosting/statistics/quantization_stochastic.hpp b/cpp/subprojects/boosting/include/mlrl/boosting/statistics/quantization_stochastic.hpp
index 7ff50a574..b6478dfe5 100644
--- a/cpp/subprojects/boosting/include/mlrl/boosting/statistics/quantization_stochastic.hpp
+++ b/cpp/subprojects/boosting/include/mlrl/boosting/statistics/quantization_stochastic.hpp
@@ -4,6 +4,8 @@
 #pragma once
 
 #include "mlrl/boosting/statistics/quantization.hpp"
+#include "mlrl/common/random/rng.hpp"
+#include "mlrl/common/util/properties.hpp"
 
 #include <memory>
 
@@ -43,11 +45,17 @@ namespace boosting {
                                                public IStochasticQuantizationConfig {
         private:
 
+            const ReadableProperty<RNGConfig> rngConfig_;
+
             uint32 numBits_;
 
         public:
 
-            StochasticQuantizationConfig();
+            /**
+             * @param rngConfig A `ReadableProperty` that provides acccess the `RNGConfig` that stores the configuration
+             *                  of random number generators
+             */
+            StochasticQuantizationConfig(ReadableProperty<RNGConfig> rngConfig);
 
             uint32 getNumBits() const override;
 
diff --git a/cpp/subprojects/boosting/src/mlrl/boosting/statistics/quantization_stochastic.cpp b/cpp/subprojects/boosting/src/mlrl/boosting/statistics/quantization_stochastic.cpp
index 7c0799448..ac90bc4aa 100644
--- a/cpp/subprojects/boosting/src/mlrl/boosting/statistics/quantization_stochastic.cpp
+++ b/cpp/subprojects/boosting/src/mlrl/boosting/statistics/quantization_stochastic.cpp
@@ -33,14 +33,16 @@ namespace boosting {
     class StochasticQuantizationMatrix final : public IQuantizationMatrix<BitDecomposableStatisticView> {
         private:
 
+            std::shared_ptr<RNG> rngPtr_;
+
             const View& view_;
 
             BitDecomposableStatisticView quantizedView_;
 
         public:
 
-            StochasticQuantizationMatrix(const View& view, uint32 numBits)
-                : view_(view), quantizedView_(view.numRows, view.numCols, numBits) {}
+            StochasticQuantizationMatrix(std::shared_ptr<RNG> rngPtr, const View& view, uint32 numBits)
+                : rngPtr_(std::move(rngPtr)), view_(view), quantizedView_(view.numRows, view.numCols, numBits) {}
 
             void quantize(const CompleteIndexVector& outputIndices) override {
                 // TODO Implement
@@ -58,57 +60,58 @@ namespace boosting {
               const CContiguousView<Tuple<float64>>& statisticMatrix) const override {
                 return std::make_unique<StochasticQuantization<CContiguousView<Tuple<float64>>>>(
                   std::make_unique<StochasticQuantizationMatrix<CContiguousView<Tuple<float64>>>>(
-                    statisticMatrix, quantizedView_.firstView.numBitsPerElement));
+                    rngPtr_, statisticMatrix, quantizedView_.firstView.numBitsPerElement));
             }
 
             std::unique_ptr<IQuantization> create(const SparseSetView<Tuple<float64>>& statisticMatrix) const override {
                 return std::make_unique<StochasticQuantization<SparseSetView<Tuple<float64>>>>(
                   std::make_unique<StochasticQuantizationMatrix<SparseSetView<Tuple<float64>>>>(
-                    statisticMatrix, quantizedView_.firstView.numBitsPerElement));
+                    rngPtr_, statisticMatrix, quantizedView_.firstView.numBitsPerElement));
             }
 
             std::unique_ptr<IQuantization> create(
               const DenseNonDecomposableStatisticView& statisticMatrix) const override {
                 return std::make_unique<StochasticQuantization<DenseNonDecomposableStatisticView>>(
                   std::make_unique<StochasticQuantizationMatrix<DenseNonDecomposableStatisticView>>(
-                    statisticMatrix, quantizedView_.firstView.numBitsPerElement));
+                    rngPtr_, statisticMatrix, quantizedView_.firstView.numBitsPerElement));
             }
     };
 
     class StochasticQuantizationFactory final : public IQuantizationFactory {
         private:
 
+            const std::unique_ptr<RNGFactory> rngFactoryPtr_;
+
             uint32 numBits_;
 
         public:
 
-            /**
-             * @param numBits The number of bits to be used for quantized statistics
-             */
-            StochasticQuantizationFactory(uint32 numBits) : numBits_(numBits) {}
+            StochasticQuantizationFactory(std::unique_ptr<RNGFactory> rngFactoryPtr, uint32 numBits)
+                : rngFactoryPtr_(std::move(rngFactoryPtr)), numBits_(numBits) {}
 
             std::unique_ptr<IQuantization> create(
               const CContiguousView<Tuple<float64>>& statisticMatrix) const override {
                 return std::make_unique<StochasticQuantization<CContiguousView<Tuple<float64>>>>(
-                  std::make_unique<StochasticQuantizationMatrix<CContiguousView<Tuple<float64>>>>(statisticMatrix,
-                                                                                                  numBits_));
+                  std::make_unique<StochasticQuantizationMatrix<CContiguousView<Tuple<float64>>>>(
+                    rngFactoryPtr_->create(), statisticMatrix, numBits_));
             }
 
             std::unique_ptr<IQuantization> create(const SparseSetView<Tuple<float64>>& statisticMatrix) const override {
                 return std::make_unique<StochasticQuantization<SparseSetView<Tuple<float64>>>>(
-                  std::make_unique<StochasticQuantizationMatrix<SparseSetView<Tuple<float64>>>>(statisticMatrix,
-                                                                                                numBits_));
+                  std::make_unique<StochasticQuantizationMatrix<SparseSetView<Tuple<float64>>>>(
+                    rngFactoryPtr_->create(), statisticMatrix, numBits_));
             }
 
             std::unique_ptr<IQuantization> create(
               const DenseNonDecomposableStatisticView& statisticMatrix) const override {
                 return std::make_unique<StochasticQuantization<DenseNonDecomposableStatisticView>>(
-                  std::make_unique<StochasticQuantizationMatrix<DenseNonDecomposableStatisticView>>(statisticMatrix,
-                                                                                                    numBits_));
+                  std::make_unique<StochasticQuantizationMatrix<DenseNonDecomposableStatisticView>>(
+                    rngFactoryPtr_->create(), statisticMatrix, numBits_));
             }
     };
 
-    StochasticQuantizationConfig::StochasticQuantizationConfig() : numBits_(4) {}
+    StochasticQuantizationConfig::StochasticQuantizationConfig(ReadableProperty<RNGConfig> rngConfig)
+        : rngConfig_(rngConfig), numBits_(4) {}
 
     uint32 StochasticQuantizationConfig::getNumBits() const {
         return numBits_;
@@ -121,7 +124,7 @@ namespace boosting {
     }
 
     std::unique_ptr<IQuantizationFactory> StochasticQuantizationConfig::createQuantizationFactory() const {
-        return std::make_unique<StochasticQuantizationFactory>(numBits_);
+        return std::make_unique<StochasticQuantizationFactory>(rngConfig_.get().createRNGFactory(), numBits_);
     }
 
 }