diff --git a/src/rulesets/LinearAlgebra/dense.jl b/src/rulesets/LinearAlgebra/dense.jl
index 810c78b5a..003054cca 100644
--- a/src/rulesets/LinearAlgebra/dense.jl
+++ b/src/rulesets/LinearAlgebra/dense.jl
@@ -403,9 +403,25 @@ function frule((_, Δx, Δy), ::typeof(kron), x, y)
     return kron(x, y), kron(Δx, y) + kron(x, Δy)
 end
 
-function rrule(::typeof(kron), x::AbstractMatrix, y::AbstractVector)
-    z = kron(x, y)
+function rrule(::typeof(kron), x::AbstractVector, y::AbstractVector)
+    function kron_pullback(z̄)
+        x̄ = zero(x)
+        ȳ = zero(y)
+        m = firstindex(z̄)
+        @inbounds for i in eachindex(x)
+            xi = x[i]
+            for k in eachindex(y)
+                x̄[i] += y[k]' * z̄[m]
+                ȳ[k] += xi' * z̄[m]
+                m += 1
+            end
+        end
+        NoTangent(), x̄, ȳ
+    end
+    kron(x, y), kron_pullback
+end
 
+function rrule(::typeof(kron), x::AbstractMatrix, y::AbstractVector)
     function kron_pullback(z̄)
         x̄ = zero(x)
         ȳ = zero(y)
@@ -414,18 +430,16 @@ function rrule(::typeof(kron), x::AbstractMatrix, y::AbstractVector)
             xij = x[i,j]
             for k in eachindex(y)
                 x̄[i, j] += y[k]' * z̄[m]
-                ȳ[k] += xij * z̄[m]
+                ȳ[k] += xij' * z̄[m]
                 m += 1
             end
         end
         NoTangent(), x̄, ȳ
     end
-    z, kron_pullback
+    kron(x, y), kron_pullback
 end
 
 function rrule(::typeof(kron), x::AbstractVector, y::AbstractMatrix)
-    z = kron(x, y)
-
     function kron_pullback(z̄)
         x̄ = zero(x)
         ȳ = zero(y)
@@ -434,11 +448,29 @@ function rrule(::typeof(kron), x::AbstractVector, y::AbstractMatrix)
             xi = x[i]
             for k in axes(y,1)
                 x̄[i] += y[k, l]' * z̄[m]
-                ȳ[k, l] += xi * z̄[m]
+                ȳ[k, l] += xi' * z̄[m]
+                m += 1
+            end
+        end
+        NoTangent(), x̄, ȳ
+    end
+    kron(x, y), kron_pullback
+end
+
+function rrule(::typeof(kron), x::AbstractMatrix, y::AbstractMatrix)
+    function kron_pullback(z̄)
+        x̄ = zero(x)
+        ȳ = zero(y)
+        m = firstindex(z̄)
+        @inbounds for l in axes(y,2), j in axes(x,2), i in axes(x,1)
+            xij = x[i, j]
+            for k in axes(y,1)
+                x̄[i, j] += y[k, l]' * z̄[m]
+                ȳ[k, l] += xij' * z̄[m]
                 m += 1
             end
         end
         NoTangent(), x̄, ȳ
     end
-    z, kron_pullback
+    kron(x, y), kron_pullback
 end