diff --git a/GNNLux/test/layers/temporalconv_test.jl b/GNNLux/test/layers/temporalconv_test.jl
new file mode 100644
index 000000000..bdde7b325
--- /dev/null
+++ b/GNNLux/test/layers/temporalconv_test.jl
@@ -0,0 +1,15 @@
+@testitem "layers/temporalconv" setup=[SharedTestSetup] begin
+    using LuxTestUtils: test_gradients, AutoReverseDiff, AutoTracker, AutoForwardDiff, AutoEnzyme
+
+    rng = StableRNG(1234)
+    g = rand_graph(10, 40, seed=1234)
+    x = randn(rng, Float32, 3, 10)
+
+    @testset "TGCN" begin
+        l = TGCN(3=>3)
+        ps = LuxCore.initialparameters(rng, l)
+        st = LuxCore.initialstates(rng, l)
+        loss = (x, ps) -> sum(first(l(g, x, ps, st)))
+        test_gradients(loss, x, ps; atol=1.0f-2, rtol=1.0f-2, skip_backends=[AutoReverseDiff(), AutoTracker(), AutoForwardDiff(), AutoEnzyme()])
+    end
+end
\ No newline at end of file