diff --git a/Artifacts.toml b/Artifacts.toml
index ed8ccd62c48d5e9391db29f0c9c96be906f8ea5e..5cf84dbe010e109621c48335cd3d4841d489060c 100644
--- a/Artifacts.toml
+++ b/Artifacts.toml
@@ -3,5 +3,5 @@ git-tree-sha1 = "860ef374887cfbaa8eca835b574092678907e446"
 lazy = true
 
     [[artifacts-.download]]
-    sha256 = "e0f9e32ceb9e70e43fde8dbd4ad3af6a701ac0c25633df259a7b79083fed2ae0"
+    sha256 = "5ed618dd02df05991e02fe6d8eecf3ac604edafec95e07a85d0e3487baf46e4a"
     url = "https://github.com/pat-alt/ECCCo.jl/releases/download/results-paper-submission-1.8.5/artifacts-.tar.gz"
diff --git a/artifacts/results/mnist_architectures.jls b/artifacts/results/mnist_architectures.jls
index 42d72be1de103a6e64215bcec3773b7664de7a96..77b83d838958d6cc1df15ea6bb24fb15e8c7e8fd 100644
Binary files a/artifacts/results/mnist_architectures.jls and b/artifacts/results/mnist_architectures.jls differ
diff --git a/artifacts/results/mnist_vae.jls b/artifacts/results/mnist_vae.jls
index 12bead8bc75c668cf76bbee75526f88785b60288..e0ae9a9062444e3ba763aaee2d01d9c1fffdeb2b 100644
Binary files a/artifacts/results/mnist_vae.jls and b/artifacts/results/mnist_vae.jls differ
diff --git a/artifacts/results/mnist_vae_weak.jls b/artifacts/results/mnist_vae_weak.jls
index c81a673624b1d36493bfe580eda7e0ee3a03de7c..ee328978570c357af68d9d6d6dcde9df6000336c 100644
Binary files a/artifacts/results/mnist_vae_weak.jls and b/artifacts/results/mnist_vae_weak.jls differ
diff --git a/notebooks/mnist.qmd b/notebooks/mnist.qmd
index afe54d16141b3738fc8788e00b7c05c324883975..b39cee0ff557e2d0b9aab9557d7e316650ae5f14 100644
--- a/notebooks/mnist.qmd
+++ b/notebooks/mnist.qmd
@@ -421,8 +421,6 @@ function _plot_eccco_mnist(
         plts = [plts..., plt]
         _count += 1
     end
-    # plts = plts[_plt_order]
-    # plts = [p1, plts...]
     plt = Plots.plot(plts...; size=(img_height,img_height))
     
     return plt, eccco_generator, ces
@@ -489,7 +487,7 @@ end
 ```
 
 ```{julia}
-_regen_all_digits = true
+_regen_all_digits = false
 if _regen_all_digits
     function plot_all_digits(rng=123;verbose=true,img_height=180,kwargs...)
         plts = []
diff --git a/paper/paper.pdf b/paper/paper.pdf
index 5e1c3ebd24dd6a5df708ceb85fb3fa34e7587a42..c522bb97bc891b0a6ab48536415676f28de71744 100644
Binary files a/paper/paper.pdf and b/paper/paper.pdf differ