diff --git a/docs/Manifest.toml b/docs/Manifest.toml
index 1c6889a..85adb96 100644
--- a/docs/Manifest.toml
+++ b/docs/Manifest.toml
@@ -1,6 +1,6 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.11.0-beta2"
+julia_version = "1.10.3"
 manifest_format = "2.0"
 project_hash = "2ca5da455d494a7ce063c14ea3b84cca7d5c376b"
 
@@ -42,7 +42,7 @@ version = "2.3.0"
 
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
-version = "1.1.2"
+version = "1.1.1"
 
 [[deps.ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "SparseArrays", "SuiteSparse"]
@@ -74,7 +74,6 @@ version = "7.10.0"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
-version = "1.11.0"
 
 [[deps.Atomix]]
 deps = ["UnsafeAtomics"]
@@ -98,7 +97,6 @@ weakdeps = ["ChainRulesCore", "DataFrames", "StaticArrays", "StructArrays", "Typ
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
-version = "1.11.0"
 
 [[deps.Baselet]]
 git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
@@ -224,7 +222,7 @@ version = "0.1.2"
 
 [[deps.ConstraintCommons]]
 deps = ["Dictionaries", "TestItemRunner", "TestItems"]
-git-tree-sha1 = "5c3872e931e15951e9318c0de3348822a30d89c8"
+git-tree-sha1 = "866bd8d55f57037d7542c9f1d8d17285f44b78dd"
 repo-rev = "main"
 repo-url = "https://github.com/JuliaConstraints/ConstraintCommons.jl.git"
 uuid = "e37357d9-0691-492f-a822-e5ea6a920954"
@@ -232,7 +230,7 @@ version = "0.2.0"
 
 [[deps.ConstraintDomains]]
 deps = ["ConstraintCommons", "Dictionaries", "Intervals", "PatternFolds", "StatsBase", "TestItemRunner", "TestItems"]
-git-tree-sha1 = "3481fac2ca5cdd4b07734aa537eca5e016bd4cf0"
+git-tree-sha1 = "0d087d2580392660948480a0484dbb17b0141e83"
 repo-rev = "main"
 repo-url = "https://github.com/JuliaConstraints/ConstraintDomains.jl.git"
 uuid = "5800fd60-8556-4464-8d61-84ebf7a0bedb"
@@ -240,7 +238,7 @@ version = "0.3.10"
 
 [[deps.ConstraintLearning]]
 deps = ["CompositionalNetworks", "ConstraintDomains", "Constraints", "DataFrames", "Dictionaries", "Evolutionary", "Flux", "LocalSearchSolvers", "Memoization", "PrettyTables", "QUBOConstraints", "TestItemRunner", "TestItems", "ThreadPools"]
-git-tree-sha1 = "606e7a766e997c4e84a5a9abe5662f8bdc35455b"
+git-tree-sha1 = "4f829267a64c1b9ca2fedf3f441f1d9bede76dca"
 repo-rev = "main"
 repo-url = "https://github.com/JuliaConstraints/ConstraintLearning.jl.git"
 uuid = "4bd09668-9077-4be7-adc9-6307a490e6df"
@@ -323,7 +321,6 @@ version = "1.0.0"
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
-version = "1.11.0"
 
 [[deps.DefineSingletons]]
 git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c"
@@ -368,7 +365,6 @@ weakdeps = ["ChainRulesCore", "SparseArrays"]
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
-version = "1.11.0"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
@@ -436,7 +432,6 @@ version = "0.9.21"
 
 [[deps.FileWatching]]
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
-version = "1.11.0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra"]
@@ -507,7 +502,6 @@ version = "0.4.10"
 [[deps.Future]]
 deps = ["Random"]
 uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
-version = "1.11.0"
 
 [[deps.GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
@@ -569,7 +563,6 @@ version = "1.4.0"
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
 uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
-version = "1.11.0"
 
 [[deps.Intervals]]
 deps = ["Dates", "Printf", "RecipesBase", "Serialization", "TimeZones"]
@@ -683,7 +676,6 @@ version = "0.15.1"
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
 uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
-version = "1.11.0"
 
 [[deps.LibCURL]]
 deps = ["LibCURL_jll", "MozillaCACerts_jll"]
@@ -693,17 +685,16 @@ version = "0.6.4"
 [[deps.LibCURL_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
 uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
-version = "8.6.0+0"
+version = "8.4.0+0"
 
 [[deps.LibGit2]]
 deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
-version = "1.11.0"
 
 [[deps.LibGit2_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
 uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
-version = "1.7.2+0"
+version = "1.6.4+0"
 
 [[deps.LibSSH2_jll]]
 deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
@@ -712,7 +703,6 @@ version = "1.11.0+1"
 
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
-version = "1.11.0"
 
 [[deps.Libiconv_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -723,7 +713,6 @@ version = "1.17.0+0"
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
-version = "1.11.0"
 
 [[deps.LocalSearchSolvers]]
 deps = ["CompositionalNetworks", "ConstraintDomains", "Constraints", "Dates", "Dictionaries", "Distributed", "JSON", "Lazy", "OrderedCollections", "TestItemRunner", "TestItems"]
@@ -751,7 +740,6 @@ version = "0.3.27"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
-version = "1.11.0"
 
 [[deps.LoweredCodeUtils]]
 deps = ["JuliaInterpreter"]
@@ -785,7 +773,6 @@ version = "1.1.1"
 [[deps.Markdown]]
 deps = ["Base64"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
-version = "1.11.0"
 
 [[deps.MarkdownAST]]
 deps = ["AbstractTrees", "Markdown"]
@@ -802,7 +789,7 @@ version = "1.30.0"
 [[deps.MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.28.6+0"
+version = "2.28.2+1"
 
 [[deps.Memoization]]
 deps = ["MacroTools"]
@@ -831,7 +818,6 @@ version = "1.2.0"
 
 [[deps.Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
-version = "1.11.0"
 
 [[deps.Mocking]]
 deps = ["Compat", "ExprTools"]
@@ -841,7 +827,7 @@ version = "0.7.8"
 
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
-version = "2023.12.12"
+version = "2023.1.10"
 
 [[deps.MutableArithmetics]]
 deps = ["LinearAlgebra", "SparseArrays", "Test"]
@@ -913,7 +899,7 @@ version = "0.2.5"
 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.27+1"
+version = "0.3.23+4"
 
 [[deps.OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -979,13 +965,9 @@ version = "0.2.0"
     Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
 
 [[deps.Pkg]]
-deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
+deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
-version = "1.11.0"
-weakdeps = ["REPL"]
-
-    [deps.Pkg.extensions]
-    REPLExt = "REPL"
+version = "1.10.0"
 
 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -1019,11 +1001,10 @@ version = "2.3.2"
 [[deps.Printf]]
 deps = ["Unicode"]
 uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
-version = "1.11.0"
 
 [[deps.Profile]]
+deps = ["Printf"]
 uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
-version = "1.11.0"
 
 [[deps.ProgressLogging]]
 deps = ["Logging", "SHA", "UUIDs"]
@@ -1040,14 +1021,12 @@ uuid = "110b7fcc-6942-4061-a625-86e03d1de7cf"
 version = "0.2.1"
 
 [[deps.REPL]]
-deps = ["InteractiveUtils", "Markdown", "Sockets", "StyledStrings", "Unicode"]
+deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
 uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
-version = "1.11.0"
 
 [[deps.Random]]
 deps = ["SHA"]
 uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
-version = "1.11.0"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1108,7 +1087,6 @@ version = "1.4.3"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
-version = "1.11.0"
 
 [[deps.Setfield]]
 deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"]
@@ -1129,7 +1107,6 @@ version = "0.9.4"
 
 [[deps.Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
-version = "1.11.0"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
@@ -1140,7 +1117,7 @@ version = "1.2.1"
 [[deps.SparseArrays]]
 deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
-version = "1.11.0"
+version = "1.10.0"
 
 [[deps.SparseInverseSubset]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
@@ -1193,14 +1170,9 @@ uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
 version = "1.4.2"
 
 [[deps.Statistics]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "ae3bb1eb3bba077cd276bc5cfc337cc65c3075c0"
+deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
-version = "1.11.1"
-weakdeps = ["SparseArrays"]
-
-    [deps.Statistics.extensions]
-    SparseArraysExt = ["SparseArrays"]
+version = "1.10.0"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
@@ -1233,10 +1205,6 @@ weakdeps = ["Adapt", "GPUArraysCore", "SparseArrays", "StaticArrays"]
     StructArraysSparseArraysExt = "SparseArrays"
     StructArraysStaticArraysExt = "StaticArrays"
 
-[[deps.StyledStrings]]
-uuid = "f489334b-da3d-4c2e-b8f0-e476e12c162b"
-version = "1.11.0"
-
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
@@ -1244,7 +1212,7 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 [[deps.SuiteSparse_jll]]
 deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
 uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
-version = "7.6.0+0"
+version = "7.2.1+1"
 
 [[deps.TOML]]
 deps = ["Dates"]
@@ -1277,7 +1245,6 @@ version = "1.10.0"
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
-version = "1.11.0"
 
 [[deps.TestItemRunner]]
 deps = ["Pkg", "TOML", "Test", "TestItems", "UUIDs"]
@@ -1359,7 +1326,6 @@ version = "1.5.1"
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
-version = "1.11.0"
 
 [[deps.UnPack]]
 git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b"
@@ -1368,7 +1334,6 @@ version = "1.0.2"
 
 [[deps.Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
-version = "1.11.0"
 
 [[deps.Unrolled]]
 deps = ["MacroTools"]
@@ -1433,7 +1398,7 @@ version = "5.8.0+1"
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
-version = "1.59.0+0"
+version = "1.52.0+1"
 
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]