Merge pull request #92 from SciML/ap/fix_docs

Fix docs

Author: ChrisRackauckas

docs/make.jl

@@ -3,7 +3,7 @@ using Documenter, DocumenterCitations, DeepEquilibriumNetworks
 cp("./docs/Manifest.toml", "./docs/src/assets/Manifest.toml"; force=true)
 cp("./docs/Project.toml", "./docs/src/assets/Project.toml"; force=true)
 
-bib = CitationBibliography(joinpath(@__DIR__, "ref.bib"); sorting=:nyt)
+bib = CitationBibliography(joinpath(@__DIR__, "ref.bib"); style=:authoryear)
 
 include("pages.jl")
 
@@ -26,6 +26,6 @@ makedocs(bib;
     format=Documenter.HTML(;
         assets=["assets/favicon.ico"],
         canonical="https://docs.sciml.ai/DeepEquilibriumNetworks/stable/"),
-    pages=pages)
+    pages)
 
 deploydocs(; repo="github.com/SciML/DeepEquilibriumNetworks.jl.git", push_preview=true)

experiments/Project.toml

@@ -40,4 +40,5 @@ ZygoteRules = "700de1a5-db45-46bc-99cf-38207098b444"
 [compat]
 ComponentArrays = "0.13.8"
 DeepEquilibriumNetworks = "0.2"
+Lux = "0.4"
 MLUtils = "0.2.10"

src/solve.jl

@@ -5,7 +5,7 @@ abstract type AbstractDEQSolver <: AbstractSteadyStateAlgorithm end
                         abstol=1.0f-8, reltol=1.0f-6, abstol_termination=abstol,
                         reltol_termination=reltol, tspan=Inf32, kwargs...)
 
-Solver for Continuous DEQ Problem ([pal2022mixing](@cite)). Effectively a wrapper around
+Solver for Continuous DEQ Problem [pal2022mixing](@cite). Effectively a wrapper around
 `DynamicSS` with more sensible defaults for DEQs.
 
 ## Arguments
@@ -49,12 +49,12 @@ end
                                      termination_condition=NLSolveTerminationCondition(NLSolveTerminationMode.RelSafe;
                                                                                        abstol=1.0f-8, reltol=1.0f-6))
 
-Solver for Discrete DEQ Problem ([baideep2019](@cite)). Similar to `SSrootfind` but provides
+Solver for Discrete DEQ Problem [baideep2019](@cite). Similar to `SSrootfind` but provides
 more flexibility needed for solving DEQ problems.
 
 ## Arguments
 
-  - `alg`: Algorithm to solve the Nonlinear Problem. (Default: [`LBroyden`](@ref))
+  - `alg`: Algorithm to solve the Nonlinear Problem. (Default: `LBroyden`)
 
 See also: [`ContinuousDEQSolver`](@ref)
 """