diff --git a/paper/examples/Manifest.toml b/paper/examples/Manifest.toml
new file mode 100644
index 00000000..57834f99
--- /dev/null
+++ b/paper/examples/Manifest.toml
@@ -0,0 +1,1679 @@
+# This file is machine-generated - editing it directly is not advised
+
+julia_version = "1.11.7"
+manifest_format = "2.0"
+project_hash = "878ea0ab4794b2dd6581427290367ba77a607abf"
+
+[[deps.AbstractFFTs]]
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+uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
+version = "1.5.0"
+weakdeps = ["ChainRulesCore", "Test"]
+
+    [deps.AbstractFFTs.extensions]
+    AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
+    AbstractFFTsTestExt = "Test"
+
+[[deps.Accessors]]
+deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "MacroTools"]
+git-tree-sha1 = "856ecd7cebb68e5fc87abecd2326ad59f0f911f3"
+uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
+version = "0.1.43"
+
+    [deps.Accessors.extensions]
+    AxisKeysExt = "AxisKeys"
+    IntervalSetsExt = "IntervalSets"
+    LinearAlgebraExt = "LinearAlgebra"
+    StaticArraysExt = "StaticArrays"
+    StructArraysExt = "StructArrays"
+    TestExt = "Test"
+    UnitfulExt = "Unitful"
+
+    [deps.Accessors.weakdeps]
+    AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5"
+    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
+    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
+    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
+    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
+    Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
+
+[[deps.Adapt]]
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+weakdeps = ["SparseArrays", "StaticArrays"]
+
+    [deps.Adapt.extensions]
+    AdaptSparseArraysExt = "SparseArrays"
+    AdaptStaticArraysExt = "StaticArrays"
+
+[[deps.AliasTables]]
+deps = ["PtrArrays", "Random"]
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+[[deps.Artifacts]]
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+
+    [deps.Atomix.extensions]
+    AtomixCUDAExt = "CUDA"
+    AtomixMetalExt = "Metal"
+    AtomixOpenCLExt = "OpenCL"
+    AtomixoneAPIExt = "oneAPI"
+
+    [deps.Atomix.weakdeps]
+    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+    Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
+    OpenCL = "08131aa3-fb12-5dee-8b74-c09406e224a2"
+    oneAPI = "8f75cd03-7ff8-4ecb-9b8f-daf728133b1b"
+
+[[deps.AtomsBase]]
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+    [deps.AtomsBase.extensions]
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+
+    [deps.AtomsBase.weakdeps]
+    AtomsView = "ee286e10-dd2d-4ff2-afcb-0a3cd50c8041"
+
+[[deps.BFloat16s]]
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+[[deps.BangBang]]
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+    [deps.BangBang.extensions]
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+    BangBangDataFramesExt = "DataFrames"
+    BangBangStaticArraysExt = "StaticArrays"
+    BangBangStructArraysExt = "StructArrays"
+    BangBangTablesExt = "Tables"
+    BangBangTypedTablesExt = "TypedTables"
+
+    [deps.BangBang.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
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+    TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"
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+[[deps.Base64]]
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+[[deps.BenchmarkTools]]
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+[[deps.Bzip2_jll]]
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+[[deps.CSV]]
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+    [deps.ChainRulesCore.extensions]
+    ChainRulesCoreSparseArraysExt = "SparseArrays"
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+[[deps.CompilerSupportLibraries_jll]]
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+    [deps.ConstructionBase.weakdeps]
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+    [deps.SolverCore.extensions]
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+[[deps.SolverParameters]]
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+    [deps.SpecialFunctions.extensions]
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+[[deps.SplittablesBase]]
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+    [deps.StaticArrays.extensions]
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+    StaticArraysStatisticsExt = "Statistics"
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+[[deps.StaticArraysCore]]
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+    [deps.Statistics.extensions]
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+[[deps.StatsAPI]]
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+    [deps.StatsFuns.extensions]
+    StatsFunsChainRulesCoreExt = "ChainRulesCore"
+    StatsFunsInverseFunctionsExt = "InverseFunctions"
+
+[[deps.StridedViews]]
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+    [deps.StridedViews.extensions]
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+    StridedViewsPtrArraysExt = "PtrArrays"
+
+    [deps.StridedViews.weakdeps]
+    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+    PtrArrays = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
+
+[[deps.StringEncodings]]
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+[[deps.StringManipulation]]
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+    [deps.StructUtils.extensions]
+    StructUtilsMeasurementsExt = ["Measurements"]
+    StructUtilsTablesExt = ["Tables"]
+
+    [deps.StructUtils.weakdeps]
+    Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7"
+    Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
+
+[[deps.StyledStrings]]
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+[[deps.SuiteSparse]]
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+[[deps.SuiteSparse_jll]]
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+[[deps.TOML]]
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+[[deps.TSVD]]
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+[[deps.TableTraits]]
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+[[deps.Tables]]
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+[[deps.Test]]
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+[[deps.TimerOutputs]]
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+
+    [deps.TimerOutputs.extensions]
+    FlameGraphsExt = "FlameGraphs"
+
+    [deps.TimerOutputs.weakdeps]
+    FlameGraphs = "08572546-2f56-4bcf-ba4e-bab62c3a3f89"
+
+[[deps.TranscodingStreams]]
+git-tree-sha1 = "0c45878dcfdcfa8480052b6ab162cdd138781742"
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+[[deps.Transducers]]
+deps = ["Accessors", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "SplittablesBase", "Tables"]
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+    [deps.Transducers.extensions]
+    TransducersAdaptExt = "Adapt"
+    TransducersBlockArraysExt = "BlockArrays"
+    TransducersDataFramesExt = "DataFrames"
+    TransducersLazyArraysExt = "LazyArrays"
+    TransducersOnlineStatsBaseExt = "OnlineStatsBase"
+    TransducersReferenceablesExt = "Referenceables"
+
+    [deps.Transducers.weakdeps]
+    Adapt = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
+    BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e"
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+    Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
+
+[[deps.URIs]]
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+[[deps.Unicode]]
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+[[deps.Unitful]]
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+version = "1.28.0"
+
+    [deps.Unitful.extensions]
+    ConstructionBaseUnitfulExt = "ConstructionBase"
+    ForwardDiffExt = "ForwardDiff"
+    InverseFunctionsUnitfulExt = "InverseFunctions"
+    LatexifyExt = ["Latexify", "LaTeXStrings"]
+    NaNMathExt = "NaNMath"
+    PrintfExt = "Printf"
+
+    [deps.Unitful.weakdeps]
+    ConstructionBase = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
+    ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
+    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
+    LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
+    Latexify = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
+    NaNMath = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
+    Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
+
+[[deps.UnitfulAtomic]]
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+
+    [deps.UnsafeAtomics.extensions]
+    UnsafeAtomicsLLVM = ["LLVM"]
+
+    [deps.UnsafeAtomics.weakdeps]
+    LLVM = "929cbde3-209d-540e-8aea-75f648917ca0"
+
+[[deps.WeakRefStrings]]
+deps = ["DataAPI", "InlineStrings", "Parsers"]
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+[[deps.WorkerUtilities]]
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+[[deps.Zstd_jll]]
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+[[deps.libaec_jll]]
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+[[deps.libblastrampoline_jll]]
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+[[deps.nghttp2_jll]]
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+[[deps.p7zip_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
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+
+[[deps.qr_mumps_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "METIS_jll", "SCOTCH_jll", "SuiteSparse_jll", "libblastrampoline_jll"]
+git-tree-sha1 = "875f1858b94ba19ae0b3b571525a3114ecbb3413"
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diff --git a/paper/examples/Project.toml b/paper/examples/Project.toml
index e71d53a0..b3651050 100644
--- a/paper/examples/Project.toml
+++ b/paper/examples/Project.toml
@@ -4,9 +4,9 @@ MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458"
 NLPModels = "a4795742-8479-5a88-8948-cc11e1c8c1a6"
 NLPModelsModifiers = "e01155f1-5c6f-4375-a9d8-616dd036575f"
 PrettyTables = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-RegularizedOptimization = "196f2941-2d58-45ba-9f13-43a2532b2fa8"
+RegularizedOptimization = "20620ad1-4fe4-4467-ae46-fb087718fe7b"
 RegularizedProblems = "ea076b23-609f-44d2-bb12-a4ae45328278"
 ShiftedProximalOperators = "d4fd37fa-580c-4e43-9b30-361c21aae263"
 
-[sources]
-RegularizedOptimization = {path = "../.."}
+[compat]
+RegularizedOptimization = "0.2.0"