diff --git a/extern/qfr/extern/dd_package/include/dd/QuantumCircuitSimulation.hpp b/extern/qfr/extern/dd_package/include/dd/QuantumCircuitSimulation.hpp
index 8a550e07..a9f55364 100644
--- a/extern/qfr/extern/dd_package/include/dd/QuantumCircuitSimulation.hpp
+++ b/extern/qfr/extern/dd_package/include/dd/QuantumCircuitSimulation.hpp
@@ -73,7 +73,7 @@ inline void raceCircuitQMDDvsLIMDD(const dd::QuantumCircuit& circuit) {
     //return;
     auto qmdd          = std::make_unique<dd::Package<>>(circuit.n, dd::LIMDD_group::QMDD_group);
     auto limddOld      = std::make_unique<dd::Package<>>(circuit.n, dd::LIMDD_group::Pauli_group, false,
-                                                    dd::CachingStrategy::QMDDCachingStrategy);
+                                                         dd::CachingStrategy::QMDDCachingStrategy);
     auto limddClifford = std::make_unique<dd::Package<>>(circuit.n, dd::LIMDD_group::Pauli_group, false, (dd::CachingStrategy)(dd::CachingStrategy::cliffordSpecialCaching | dd::CachingStrategy::lazyMemoizationGroupIntersect | dd::CachingStrategy::smartStabilizerGeneration | dd::CachingStrategy::localityAwareCachingDirtyTrick | dd::CachingStrategy::localityAwarePropagateReducedLim));
     auto limddLocality = std::make_unique<dd::Package<>>(circuit.n, dd::LIMDD_group::Pauli_group, false,
                                                          dd::CachingStrategy::localityAwareCachingDirtyTrick);
diff --git a/include/PathSimulator.hpp b/include/PathSimulator.hpp
index 194055e9..9fd38a5d 100644
--- a/include/PathSimulator.hpp
+++ b/include/PathSimulator.hpp
@@ -26,7 +26,7 @@ class PathSimulator: public CircuitSimulator<DDPackage> {
             std::pair<std::size_t, std::size_t> children;
 
             explicit Step(std::size_t id, std::vector<std::size_t> operations = {}, std::size_t parent = UNKNOWN, std::pair<std::size_t, std::size_t> children = {UNKNOWN, UNKNOWN}):
-                id(id), operations(std::move(operations)), parent(parent), children(std::move(children)){};
+                id(id), operations(std::move(operations)), parent(parent), children(std::move(children)) {};
 
             static constexpr size_t UNKNOWN = std::numeric_limits<size_t>::max();
         };
@@ -66,7 +66,7 @@ class PathSimulator: public CircuitSimulator<DDPackage> {
 
         //Add new variables here
         explicit Configuration(Mode mode = Mode::Sequential, std::size_t bracketSize = 2, std::size_t alternatingStart = 0, std::size_t seed = 0):
-            mode(mode), bracketSize(bracketSize), alternatingStart(alternatingStart), seed(seed){};
+            mode(mode), bracketSize(bracketSize), alternatingStart(alternatingStart), seed(seed) {};
 
         static Mode modeFromString(const std::string& mode) {
             if (mode == "sequential" || mode == "0") {
diff --git a/mqt/ddsim/error.py b/mqt/ddsim/error.py
index 561bd0d5..e3aa4fc3 100644
--- a/mqt/ddsim/error.py
+++ b/mqt/ddsim/error.py
@@ -1,6 +1,7 @@
 """
 Exception for errors raised by DDSIM simulator.
 """
+
 from __future__ import annotations
 
 from qiskit import QiskitError
diff --git a/mqt/ddsim/hybridqasmsimulator.py b/mqt/ddsim/hybridqasmsimulator.py
index b92d7dbc..156860c3 100644
--- a/mqt/ddsim/hybridqasmsimulator.py
+++ b/mqt/ddsim/hybridqasmsimulator.py
@@ -1,4 +1,5 @@
 """Backend for DDSIM Hybrid Schrodinger-Feynman Simulator."""
+
 from __future__ import annotations
 
 import logging
diff --git a/mqt/ddsim/hybridstatevectorsimulator.py b/mqt/ddsim/hybridstatevectorsimulator.py
index dcdcb068..ac900667 100644
--- a/mqt/ddsim/hybridstatevectorsimulator.py
+++ b/mqt/ddsim/hybridstatevectorsimulator.py
@@ -1,4 +1,5 @@
 """Backend for DDSIM Hybrid Schrodinger-Feynman Simulator."""
+
 from __future__ import annotations
 
 import logging
diff --git a/mqt/ddsim/pathqasmsimulator.py b/mqt/ddsim/pathqasmsimulator.py
index 5ec844df..c6c22185 100644
--- a/mqt/ddsim/pathqasmsimulator.py
+++ b/mqt/ddsim/pathqasmsimulator.py
@@ -1,4 +1,5 @@
 """Backend for DDSIM Task-Based Simulator."""
+
 from __future__ import annotations
 
 import logging
diff --git a/mqt/ddsim/pathstatevectorsimulator.py b/mqt/ddsim/pathstatevectorsimulator.py
index a19f0f49..2b740638 100644
--- a/mqt/ddsim/pathstatevectorsimulator.py
+++ b/mqt/ddsim/pathstatevectorsimulator.py
@@ -1,4 +1,5 @@
 """Backend for DDSIM."""
+
 from __future__ import annotations
 
 import logging
diff --git a/mqt/ddsim/qasmsimulator.py b/mqt/ddsim/qasmsimulator.py
index 0b1b1451..6a71f194 100644
--- a/mqt/ddsim/qasmsimulator.py
+++ b/mqt/ddsim/qasmsimulator.py
@@ -1,4 +1,5 @@
 """Backend for DDSIM."""
+
 from __future__ import annotations
 
 import logging
diff --git a/mqt/ddsim/statevectorsimulator.py b/mqt/ddsim/statevectorsimulator.py
index 44411098..91e3d65c 100644
--- a/mqt/ddsim/statevectorsimulator.py
+++ b/mqt/ddsim/statevectorsimulator.py
@@ -1,4 +1,5 @@
 """Backend for DDSIM."""
+
 from __future__ import annotations
 
 import logging
diff --git a/mqt/ddsim/unitarysimulator.py b/mqt/ddsim/unitarysimulator.py
index 595c62a7..b6045eb0 100644
--- a/mqt/ddsim/unitarysimulator.py
+++ b/mqt/ddsim/unitarysimulator.py
@@ -1,4 +1,5 @@
 """Backend for DDSIM Unitary Simulator."""
+
 from __future__ import annotations
 
 import logging