ACFHarbinger · dependabot · May 7, 2026 · May 8, 2026
diff --git a/bibliography/models/Attention_Model.pdf b/bibliography/models/Attention_Model.pdf
diff --git a/bibliography/models/DACT.pdf b/bibliography/models/DACT.pdf
diff --git a/bibliography/models/DR-ALNS.pdf b/bibliography/models/DR-ALNS.pdf
diff --git a/bibliography/models/DeepACO.pdf b/bibliography/models/DeepACO.pdf
diff --git a/bibliography/models/GFACS.pdf b/bibliography/models/GFACS.pdf
diff --git a/bibliography/models/GLOP.pdf b/bibliography/models/GLOP.pdf
diff --git a/bibliography/models/MATNet.pdf b/bibliography/models/MATNet.pdf
diff --git a/bibliography/models/MDAM.pdf b/bibliography/models/MDAM.pdf
diff --git a/bibliography/models/N2S.pdf b/bibliography/models/N2S.pdf
diff --git a/bibliography/models/NARGNN.pdf b/bibliography/models/NARGNN.pdf
diff --git a/bibliography/models/NeuOpt.pdf b/bibliography/models/NeuOpt.pdf
diff --git a/bibliography/models/POMO.pdf b/bibliography/models/POMO.pdf
diff --git a/bibliography/models/Pointer_Networks.pdf b/bibliography/models/Pointer_Networks.pdf
diff --git a/bibliography/models/PolyNet.pdf b/bibliography/models/PolyNet.pdf
diff --git a/bibliography/models/Sym-NCO.pdf b/bibliography/models/Sym-NCO.pdf
diff --git a/bibliography/operators/CROSS_Exchange.pdf b/bibliography/operators/CROSS_Exchange.pdf
diff --git a/...yclic_Transfer-Regret_K_Insertion-Neighbor_Removal-Cluster_Removal-Historical_Removal.pdf b/...yclic_Transfer-Regret_K_Insertion-Neighbor_Removal-Cluster_Removal-Historical_Removal.pdf
diff --git a/bibliography/operators/Deep_Insertion.pdf b/bibliography/operators/Deep_Insertion.pdf
diff --git a/bibliography/operators/Double-Bridge(Random_4_Opt).pdf b/bibliography/operators/Double-Bridge(Random_4_Opt).pdf
diff --git a/bibliography/operators/Edge_Recombination_Crossover.pdf b/bibliography/operators/Edge_Recombination_Crossover.pdf
diff --git a/bibliography/operators/Ejection_Chain.pdf b/bibliography/operators/Ejection_Chain.pdf
diff --git a/bibliography/operators/Evolutionary.pdf b/bibliography/operators/Evolutionary.pdf
diff --git a/bibliography/operators/Exchange_Chain.pdf b/bibliography/operators/Exchange_Chain.pdf
diff --git a/bibliography/operators/Farthest_Insertion-Nearest_Insertion.pdf b/bibliography/operators/Farthest_Insertion-Nearest_Insertion.pdf
diff --git a/bibliography/operators/GENI.pdf b/bibliography/operators/GENI.pdf
diff --git a/bibliography/operators/Generalized_Partition_Crossover.pdf b/bibliography/operators/Generalized_Partition_Crossover.pdf
diff --git a/bibliography/operators/Genetic_Transformation.pdf b/bibliography/operators/Genetic_Transformation.pdf
diff --git a/bibliography/operators/Greedy_Blink_Insertion-String_Removal.pdf b/bibliography/operators/Greedy_Blink_Insertion-String_Removal.pdf
diff --git a/bibliography/operators/Greedy_Insertion-Random_Removal-Worst_Removal-Route_Removal.pdf b/bibliography/operators/Greedy_Insertion-Random_Removal-Worst_Removal-Route_Removal.pdf
diff --git a/bibliography/operators/Improved_CROSS_Exchange.pdf b/bibliography/operators/Improved_CROSS_Exchange.pdf
diff --git a/bibliography/operators/K_Opt.pdf b/bibliography/operators/K_Opt.pdf
diff --git a/bibliography/operators/K_Opt_Star.pdf b/bibliography/operators/K_Opt_Star.pdf
diff --git a/bibliography/operators/K_Permutations.pdf b/bibliography/operators/K_Permutations.pdf
diff --git a/bibliography/operators/Kick.pdf b/bibliography/operators/Kick.pdf
diff --git a/bibliography/operators/LKH.pdf b/bibliography/operators/LKH.pdf
diff --git a/bibliography/operators/Lambda-Interchange.pdf b/bibliography/operators/Lambda-Interchange.pdf
diff --git a/bibliography/operators/OR_Opt.pdf b/bibliography/operators/OR_Opt.pdf
diff --git a/bibliography/operators/Ordered_Crossover.pdf b/bibliography/operators/Ordered_Crossover.pdf
diff --git a/bibliography/operators/Perturb(Random_Swaps).pdf b/bibliography/operators/Perturb(Random_Swaps).pdf
diff --git a/bibliography/operators/Position_Independent_Crossover.pdf b/bibliography/operators/Position_Independent_Crossover.pdf
diff --git a/bibliography/operators/Relocate(Shift)-Swap(Interchange).pdf b/bibliography/operators/Relocate(Shift)-Swap(Interchange).pdf
diff --git a/bibliography/operators/Savings_Insertion.pdf b/bibliography/operators/Savings_Insertion.pdf
diff --git a/bibliography/operators/Sector_Removal.pdf b/bibliography/operators/Sector_Removal.pdf
diff --git a/bibliography/operators/Selective_Route_Exchange_Crossover-Swap_Star.pdf b/bibliography/operators/Selective_Route_Exchange_Crossover-Swap_Star.pdf
diff --git a/bibliography/operators/Shaw_Removal-Branch_and_Bound_Insertion.pdf b/bibliography/operators/Shaw_Removal-Branch_and_Bound_Insertion.pdf
diff --git a/bibliography/operators/Unstringing_Stringing.pdf b/bibliography/operators/Unstringing_Stringing.pdf
diff --git a/bibliography/policies/Adaptive_Kernel_Search.pdf b/bibliography/policies/Adaptive_Kernel_Search.pdf
diff --git a/bibliography/policies/Adaptive_Large_Neighborhood_Search.pdf b/bibliography/policies/Adaptive_Large_Neighborhood_Search.pdf
diff --git a/bibliography/policies/Artificial_Bee_Colony.pdf b/bibliography/policies/Artificial_Bee_Colony.pdf
diff --git a/bibliography/policies/Branch-and-Bound.pdf b/bibliography/policies/Branch-and-Bound.pdf
diff --git a/bibliography/policies/Branch-and-Cut.pdf b/bibliography/policies/Branch-and-Cut.pdf
diff --git a/bibliography/policies/Branch-and-Price-and-Cut.pdf b/bibliography/policies/Branch-and-Price-and-Cut.pdf
diff --git a/bibliography/policies/Branch-and-Price.pdf b/bibliography/policies/Branch-and-Price.pdf
diff --git a/bibliography/policies/Capacitated_Vehicle_Routing_Problem.pdf b/bibliography/policies/Capacitated_Vehicle_Routing_Problem.pdf
diff --git a/bibliography/policies/Cluster-First_Route-Second(CFRS).pdf b/bibliography/policies/Cluster-First_Route-Second(CFRS).pdf
diff --git a/bibliography/policies/Differential_Evolution.pdf b/bibliography/policies/Differential_Evolution.pdf
diff --git a/bibliography/policies/Evolution_Strategies.pdf b/bibliography/policies/Evolution_Strategies.pdf
diff --git a/bibliography/policies/Fast Iterative Localized Optimization.pdf b/bibliography/policies/Fast Iterative Localized Optimization.pdf
diff --git a/bibliography/policies/Firefly_Algorithm.pdf b/bibliography/policies/Firefly_Algorithm.pdf
diff --git a/bibliography/policies/GENIUS.pdf b/bibliography/policies/GENIUS.pdf
diff --git a/bibliography/policies/Genetic_Algorithm.pdf b/bibliography/policies/Genetic_Algorithm.pdf
diff --git a/bibliography/policies/Genetic_Programming_Hyper-Heuristic.pdf b/bibliography/policies/Genetic_Programming_Hyper-Heuristic.pdf
diff --git a/bibliography/policies/Great_Deluge.pdf b/bibliography/policies/Great_Deluge.pdf
diff --git a/bibliography/policies/Guided_Indicators_Hyper_Heuristic.pdf b/bibliography/policies/Guided_Indicators_Hyper_Heuristic.pdf
diff --git a/bibliography/policies/Guided_Local_Search.pdf b/bibliography/policies/Guided_Local_Search.pdf
diff --git a/bibliography/policies/HULK_Hyper-Heuristic.pdf b/bibliography/policies/HULK_Hyper-Heuristic.pdf
diff --git a/bibliography/policies/Harmony_Search.pdf b/bibliography/policies/Harmony_Search.pdf
diff --git a/bibliography/policies/Hidden_Markov_Model-Hyper-Heuristic.pdf b/bibliography/policies/Hidden_Markov_Model-Hyper-Heuristic.pdf
diff --git a/bibliography/policies/Hybrid_Genetic_Search.pdf b/bibliography/policies/Hybrid_Genetic_Search.pdf
diff --git a/bibliography/policies/Hybrid_Volleyball_Premier_League.pdf b/bibliography/policies/Hybrid_Volleyball_Premier_League.pdf
diff --git a/bibliography/policies/Hybrid_particle_swarm_optimization_with_Genetic_Algorithm.pdf b/bibliography/policies/Hybrid_particle_swarm_optimization_with_Genetic_Algorithm.pdf
diff --git a/bibliography/policies/Hyper-Heuristic_Ant_Colony_Optimization.pdf b/bibliography/policies/Hyper-Heuristic_Ant_Colony_Optimization.pdf
diff --git a/bibliography/policies/Hyper-Heuristic_with_Two_Guidance_Indicators(GIHH).pdf b/bibliography/policies/Hyper-Heuristic_with_Two_Guidance_Indicators(GIHH).pdf
diff --git a/bibliography/policies/ILS-RVND-SP.pdf b/bibliography/policies/ILS-RVND-SP.pdf
diff --git a/bibliography/policies/Iterated_Local_Search.pdf b/bibliography/policies/Iterated_Local_Search.pdf
diff --git a/bibliography/policies/K-Sparse Ant Colony Optimization.pdf b/bibliography/policies/K-Sparse Ant Colony Optimization.pdf
diff --git a/bibliography/policies/Kernel_Search.pdf b/bibliography/policies/Kernel_Search.pdf
diff --git a/bibliography/policies/Knowledge-Guided_Local_Search.pdf b/bibliography/policies/Knowledge-Guided_Local_Search.pdf
diff --git a/bibliography/policies/LKH_3.pdf b/bibliography/policies/LKH_3.pdf
diff --git a/bibliography/policies/Late_Acceptance_Hill-Climbing.pdf b/bibliography/policies/Late_Acceptance_Hill-Climbing.pdf
diff --git a/bibliography/policies/League_Championship_Algorithm.pdf b/bibliography/policies/League_Championship_Algorithm.pdf
diff --git a/bibliography/policies/Local_Branching.pdf b/bibliography/policies/Local_Branching.pdf
diff --git a/bibliography/policies/Local_Branching_Variable_Neighborhood_Search.pdf b/bibliography/policies/Local_Branching_Variable_Neighborhood_Search.pdf
diff --git a/bibliography/policies/Memetic_Algorithms.pdf b/bibliography/policies/Memetic_Algorithms.pdf
diff --git a/bibliography/policies/Old_Bachelor_Acceptance.pdf b/bibliography/policies/Old_Bachelor_Acceptance.pdf
diff --git a/bibliography/policies/POPMUSIC.pdf b/bibliography/policies/POPMUSIC.pdf
diff --git a/bibliography/policies/Particle_Swarm_Optimization.pdf b/bibliography/policies/Particle_Swarm_Optimization.pdf
diff --git a/bibliography/policies/Particle_Swarm_Optimization_Memetic_Algorithm.pdf b/bibliography/policies/Particle_Swarm_Optimization_Memetic_Algorithm.pdf
diff --git a/bibliography/policies/Quantum_Differential_Evolution.pdf b/bibliography/policies/Quantum_Differential_Evolution.pdf
diff --git a/bibliography/policies/Reactive_Tabu_Search.pdf b/bibliography/policies/Reactive_Tabu_Search.pdf
diff --git a/bibliography/policies/Record_to_Record_Travel.pdf b/bibliography/policies/Record_to_Record_Travel.pdf
diff --git a/bibliography/policies/Reinforcement_Learning_Great_Deluge_Hyper-Heuristic.pdf b/bibliography/policies/Reinforcement_Learning_Great_Deluge_Hyper-Heuristic.pdf
diff --git a/bibliography/policies/Relaxation_Enforced_Neighborhood_Search.pdf b/bibliography/policies/Relaxation_Enforced_Neighborhood_Search.pdf
diff --git a/bibliography/policies/Sequence-based_Selection_Hyper-Heuristic.pdf b/bibliography/policies/Sequence-based_Selection_Hyper-Heuristic.pdf
diff --git a/bibliography/policies/Simulated Annealing.pdf b/bibliography/policies/Simulated Annealing.pdf
diff --git a/bibliography/policies/Simulated_Annealing.pdf b/bibliography/policies/Simulated_Annealing.pdf
diff --git a/bibliography/policies/Simulated_Annealing_Neighborhood_Search.pdf b/bibliography/policies/Simulated_Annealing_Neighborhood_Search.pdf
diff --git a/bibliography/policies/Sine_Cosine_Algorithm.pdf b/bibliography/policies/Sine_Cosine_Algorithm.pdf
diff --git a/bibliography/policies/Slack_Induction_String_Removals.pdf b/bibliography/policies/Slack_Induction_String_Removals.pdf
diff --git a/bibliography/policies/Smart_Waste_Collection-Two-Commodity_Flow.pdf b/bibliography/policies/Smart_Waste_Collection-Two-Commodity_Flow.pdf
diff --git a/bibliography/policies/Soccer_League_Competition.pdf b/bibliography/policies/Soccer_League_Competition.pdf
diff --git a/bibliography/policies/TABU_SEARCH.pdf b/bibliography/policies/TABU_SEARCH.pdf
diff --git a/bibliography/policies/Travelling_Salesman_Problem.pdf b/bibliography/policies/Travelling_Salesman_Problem.pdf
diff --git a/bibliography/policies/VARIABLE_NEIGHBORHOOD_SEARCH.pdf b/bibliography/policies/VARIABLE_NEIGHBORHOOD_SEARCH.pdf
diff --git a/bibliography/policies/Volleyball_Premier_League.pdf b/bibliography/policies/Volleyball_Premier_League.pdf
diff --git a/bibliography/policies/hybrid_genetic_search_with_ruin-and-recreate.pdf b/bibliography/policies/hybrid_genetic_search_with_ruin-and-recreate.pdf
diff --git a/env/pip_requirements.txt b/env/pip_requirements.txt
@@ -5,4 +5,4 @@ torch_scatter==2.1.2
 # Install Operations Research proprietary software
 gurobipy==12.0.3
 --extra-index-url https://pip.hexaly.com
-hexaly== 14.5.20260417
+hexaly== 14.5.20260504
diff --git a/env/requirements.txt b/env/requirements.txt
@@ -36,11 +36,11 @@ appdirs==1.4.4
 asttokens==3.0.1
 async-timeout==5.0.1
 attrs==26.1.0
-blessed==1.38.0
+blessed==1.39.0
 branca==0.8.2
 Brotli==1.2.0
 cachetools==6.2.6
-certifi==2026.2.25
+certifi==2026.4.22
 cffi==2.0.0
 charset-normalizer==3.4.7
 click==8.1.8
@@ -53,7 +53,7 @@ colorlog==6.10.1
 comm==0.2.3
 ConfigSpace==1.2.2
 contourpy==1.3.0
-cryptography==46.0.7
+cryptography==48.0.0
 cycler==0.12.1
 cytoolz==1.1.0
 dask==2024.8.0
@@ -70,7 +70,7 @@ et_xmlfile==2.0.0
 eval_type_backport==0.3.1
 exceptiongroup==1.3.0; python_full_version < '3.11'
 executing==2.2.1
-Farama-Notifications==0.0.4
+Farama-Notifications==0.0.6
 fastapi==0.128.8
 fastapi-cli==0.0.22
 fastjsonschema==2.21.2
@@ -83,11 +83,11 @@ geographiclib==2.1
 geopandas==1.0.1
 geopy==2.4.1
 gitdb==4.0.12
-GitPython==3.1.46
+GitPython==3.1.50
 gmpy2==2.3.0
 google-api-core==2.30.3
-google-auth==2.49.2
-googleapis-common-protos==1.74.0
+google-auth==2.50.0
+googleapis-common-protos==1.75.0
 googlemaps==4.10.0
 gpustat==1.1.1
 greenlet==3.2.5
@@ -100,7 +100,7 @@ httpcore==1.0.9
 httptools==0.7.1
 httpx==0.28.1
 hyperframe==6.1.0
-idna==3.11
+idna==3.13
 imagecodecs==2024.12.30
 imageio==2.37.2
 importlib_metadata==8.7.0; python_full_version < '3.10'
@@ -122,7 +122,7 @@ kiwisolver==1.4.7
 locket==1.0.0
 loguru==0.7.3
 lz4==4.4.5
-Mako==1.3.11
+Mako==1.3.12
 mapclassify==2.8.1
 Markdown==3.9
 markdown-it-py==3.0.0
@@ -135,8 +135,8 @@ mpmath==1.4.1
 msgpack==1.1.2
 multidict==6.7.1
 munkres==1.1.4
-mypy-protobuf==5.0.0
-narwhals==2.19.0
+mypy-protobuf==5.1.0
+narwhals==2.20.0
 nbformat==5.10.4
 nest_asyncio==1.6.0
 networkx==3.2.1
@@ -148,9 +148,9 @@ openrouteservice==2.3.3
 openpyxl==3.1.5
 optuna==4.8.0
 osmnx==2.0.7
-packaging==26.1
+packaging==26.2
 pandas==2.3.3
-parso==0.8.6
+parso==0.8.7
 partd==1.4.2
 patsy==1.0.2
 pexpect==4.9.0
@@ -172,13 +172,13 @@ pyarrow==21.0.0
 pyasn1==0.6.3
 pyasn1_modules==0.4.2
 pycparser==2.23
-pydantic==2.13.2
-pydantic_core==2.46.2
+pydantic==2.13.4
+pydantic_core==2.46.4
 Pygments==2.20.0
-pyinstaller==6.19.0
-pyinstaller-hooks-contrib==2026.4
+pyinstaller==6.20.0
+pyinstaller-hooks-contrib==2026.5
 pyogrio==0.11.1
-pyOpenSSL==26.0.0
+pyOpenSSL==26.2.0
 pyparsing==3.3.2
 pyproj==3.6.1
 PySide6==6.10.3
@@ -188,7 +188,7 @@ pytest-mock==3.15.1
 python-dateutil==2.9.0.post0
 python-dotenv==1.2.1
 python-multipart==0.0.20
-pytz==2026.1.post1
+pytz==2026.2
 pyu2f==0.1.5
 PyWavelets==1.6.0
 PyYAML==6.0.3
@@ -206,7 +206,7 @@ scikit-image==0.24.0
 scikit-learn==1.6.1
 scipy==1.13.1
 seaborn==0.13.2
-sentry-sdk==2.58.0
+sentry-sdk==2.59.0
 setproctitle==1.3.7
 shapely==2.0.7
 shellingham==1.5.4
@@ -233,24 +233,24 @@ tomli==2.2.1; python_full_version < '3.11'
 toolz==1.1.0
 tornado==6.5.5
 tqdm==4.67.3
-traitlets==5.14.3
+traitlets==5.15.0
 typer==0.23.2
 typer-slim==0.23.2
 types-futures==3.3.8
 types-protobuf==6.32.1.20251210
 typing-extensions==4.15.0; python_full_version < '3.11'
 typing-inspection==0.4.2
-tzdata==2026.1
+tzdata==2026.2
 unicodedata2==17.0.1
 urllib3==2.6.3
 uvicorn==0.39.0
-virtualenv==21.2.4
-wandb==0.26.0
+virtualenv==21.3.1
+wandb==0.26.1
 watchfiles==1.1.1
-wcwidth==0.6.0
+wcwidth==0.7.0
 websockets==15.0.1
 Werkzeug==3.1.8
-wheel==0.46.3
+wheel==0.47.0
 wrapt==2.1.2
 xyzservices==2026.3.0
 yarl==1.22.0

diff --git a/pyproject.toml b/pyproject.toml
@@ -8,10 +8,10 @@ dependencies = [
     "numpy>=1.26.4",
     "pandas>=2.1.4",
     "scipy>=1.13.1",
-    "torch==2.2.2",
-    "torchvision==0.17.2",
+    "torch==2.8.0",
+    "torchvision==0.23.0",
     "torchrl>=0.3.1",
-    "tensordict==0.3.1",
+    "tensordict==0.10.0",
     "torch-geometric>=2.3.1",
     "torch-scatter>=2.1.2",
     "pytorch-lightning>=2.0.0",
@@ -34,7 +34,7 @@ dependencies = [
     "openpyxl>=3.1.5",
     "torch-sparse>=0.6.18",
     "ml-dtypes>=0.4.1",
-    "protobuf==4.25.3",
+    "protobuf==6.33.6",
 ]
 
 # Corrected 'dev' dependencies
@@ -112,7 +112,7 @@ tracking = [
     "zenml>=0.60.0",
     "ray[tune]>=2.30.0",
     "pyarrow>=16.1.0",
-    "opentelemetry-proto>=1.15.0,<=1.25.0",
+    "opentelemetry-proto>=1.15.0,<=1.41.1",
 ]
 analysis = [
     "statsmodels>=0.14.6",