diff --git a/src/graphs/BasicGraphs.jl b/src/graphs/BasicGraphs.jl
index d2cea5c2b..dcaa579ce 100644
--- a/src/graphs/BasicGraphs.jl
+++ b/src/graphs/BasicGraphs.jl
@@ -198,11 +198,13 @@ multiplicity*. To get the unique neighbors, call `unique(neighbors(g))`.
 
 """ In-neighbors of vertex in a graph.
 """
-@inline inneighbors(g::AbstractGraph, v::Int) = @inbounds subpart(g, incident(g, v, :tgt), :src)
+inneighbors(g::AbstractGraph, v::Int) =
+  (subpart(g, e, :src) for e in incident(g, v, :tgt))
 
 """ Out-neighbors of vertex in a graph.
 """
-@inline outneighbors(g::AbstractGraph, v::Int) = @inbounds subpart(g, incident(g, v, :src), :tgt)
+outneighbors(g::AbstractGraph, v::Int) =
+  (subpart(g, e, :tgt) for e in incident(g, v, :src))
 
 """ Union of in-neighbors and out-neighbors in a graph.
 """
@@ -286,10 +288,10 @@ rem_edges!(g::AbstractSymmetricGraph, es) =
   rem_parts!(g, :E, unique!(sort!([es; inv(g, es)])))
 
 neighbors(g::AbstractSymmetricGraph, v::Int) =
-  subpart(g, incident(g, v, :src), :tgt)
-inneighbors(g::AbstractSymmetricGraph, v::Int) = neighbors(g, v)
-outneighbors(g::AbstractSymmetricGraph, v::Int) = neighbors(g, v)
-all_neighbors(g::AbstractSymmetricGraph, v::Int) = neighbors(g, v)
+  (subpart(g, e, :tgt) for e in incident(g, v, :src))
+@inline inneighbors(g::AbstractSymmetricGraph, v::Int) = neighbors(g, v)
+@inline outneighbors(g::AbstractSymmetricGraph, v::Int) = neighbors(g, v)
+@inline all_neighbors(g::AbstractSymmetricGraph, v::Int) = neighbors(g, v)
 
 # Reflexive graphs
 ##################
diff --git a/src/graphs/GraphAlgorithms.jl b/src/graphs/GraphAlgorithms.jl
index b2d3191bb..6674bf1ca 100644
--- a/src/graphs/GraphAlgorithms.jl
+++ b/src/graphs/GraphAlgorithms.jl
@@ -62,7 +62,7 @@ function topological_sort(g::ACSet, ::TopologicalSortByDFS)
     push!(stack, v)
     while !isempty(stack)
       u = first(stack)
-      u_out = outneighbors(g, u)
+      u_out = collect(outneighbors(g, u))
       i = findfirst(u_out) do w
         marking[w] != TempMarked || error("Graph is not acyclic: $g")
         marking[w] == Unmarked
diff --git a/src/graphs/Searching.jl b/src/graphs/Searching.jl
index 216f6bef9..3b675cf3a 100644
--- a/src/graphs/Searching.jl
+++ b/src/graphs/Searching.jl
@@ -34,8 +34,9 @@ implementations which are marginally faster in practice for smaller graphs,
 but the performance improvements using this implementation on large graphs
 can be significant.
 """
-bfs_parents(g::ACSet, s::Int; dir = :out) =
-    (dir == :out) ? _bfs_parents(g, s, outneighbors) : _bfs_parents(g, s, inneighbors)
+function bfs_parents(g::ACSet, s::Int; dir = :out)
+  _bfs_parents(g, s, dir == :out ? outneighbors : inneighbors)
+end
 
 function _bfs_parents(g::ACSet, source, neighborfn::Function)
     n = nv(g)
@@ -52,7 +53,7 @@ function _bfs_parents(g::ACSet, source, neighborfn::Function)
     end
     while !isempty(cur_level)
         @inbounds for v in cur_level
-            @inbounds @simd for i in neighborfn(g, v)
+            @inbounds for i in neighborfn(g, v)
                 if !visited[i]
                     push!(next_level, i)
                     parents[i] = v
@@ -86,8 +87,9 @@ use the corresponding edge direction (`:in` and `:out` are acceptable values).
 ### Implementation Notes
 This version of DFS is iterative.
 """
-dfs_parents(g::ACSet, s::Integer; dir=:out) =
-    (dir == :out) ? _dfs_parents(g, s, outneighbors) : _dfs_parents(g, s, inneighbors)
+function dfs_parents(g::ACSet, s::Integer; dir=:out)
+  _dfs_parents(g, s, dir == :out ? outneighbors : inneighbors)
+end
 
 function _dfs_parents(g::ACSet, s::Int, neighborfn::Function)
     parents = zeros(Int, nv(g))
diff --git a/test/graphs/BasicGraphs.jl b/test/graphs/BasicGraphs.jl
index 98047e298..eae049553 100644
--- a/test/graphs/BasicGraphs.jl
+++ b/test/graphs/BasicGraphs.jl
@@ -21,8 +21,8 @@ add_edge!(g, 2, 3)
 @test ne(g, 1, 2) == 1
 @test has_edge(g, 1, 2)
 @test !has_edge(g, 1, 3)
-@test outneighbors(g, 2) == [3]
-@test inneighbors(g, 2) == [1]
+@test collect(outneighbors(g, 2)) == [3]
+@test collect(inneighbors(g, 2)) == [1]
 @test degree(g, 2) == 2
 @test collect(all_neighbors(g, 2)) == [1,3]
 
@@ -30,8 +30,8 @@ add_edge!(g, 1, 2)
 @test ne(g) == 3
 @test ne(g, 1, 2) == 2
 @test collect(edges(g, 1, 2)) == [1,3]
-@test outneighbors(g, 1) == [2,2]
-@test inneighbors(g, 1) == []
+@test collect(outneighbors(g, 1)) == [2,2]
+@test isempty(inneighbors(g, 1))
 @test degree(g, 1) == 2
 @test SimpleGraphs.DiGraph(g) == SimpleGraphs.path_digraph(3)
 
@@ -76,9 +76,9 @@ add_edge!(g, 1, 2)
 add_edge!(g, 2, 3)
 @test ne(g) == 4
 @test collect(edges(g, 1, 2)) == [1]
-@test neighbors(g, 1) == [2]
-@test neighbors(g, 2) == [1,3]
-@test neighbors(g, 3) == [2]
+@test collect(neighbors(g, 1)) == [2]
+@test collect(neighbors(g, 2)) == [1,3]
+@test collect(neighbors(g, 3)) == [2]
 @test SimpleGraphs.Graph(g) == SimpleGraphs.path_graph(3)
 @test SymmetricGraph(SimpleGraphs.path_graph(3)) == g
 
@@ -89,8 +89,8 @@ lg = SimpleGraphs.DiGraph(map(SimpleGraphs.Edge, [1,2,3,2,3,4], [2,3,4,1,2,3]))
 
 rem_edge!(g, 3, 4)
 @test ne(g) == 4
-@test neighbors(g, 3) == [2]
-@test neighbors(g, 4) == []
+@test collect(neighbors(g, 3)) == [2]
+@test isempty(neighbors(g, 4))
 rem_vertex!(g, 2)
 @test nv(g) == 3
 @test ne(g) == 0