diff --git a/artifacts/results/images/surrogate_gone_wrong.png b/artifacts/results/images/surrogate_gone_wrong.png
index d0904be0d5275cde9d790d7fdeae672feef54c6c..e53370a71805dff2634105e618769f45fc6eb0b7 100644
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diff --git a/artifacts/results/images/you_may_not_like_it.png b/artifacts/results/images/you_may_not_like_it.png
index 87abce43d2b3ffef3307ebbc04610564853b932a..92a67efd41a70c7b16fcea9ad9eb2e0256da5e6f 100644
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diff --git a/artifacts/results/mnist_vae.jls b/artifacts/results/mnist_vae.jls
index b0e32960a27364c9cf284cd5d8409ec363dd5299..41e096f17e69471fb47def1121378a5c9ea5a329 100644
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diff --git a/artifacts/results/mnist_vae_weak.jls b/artifacts/results/mnist_vae_weak.jls
index d3db5f46b841781aeaa993c20653bae898dc0aad..227aa79995c2fe5887100aaa7e0d379e0ed361f0 100644
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diff --git a/notebooks/mnist.qmd b/notebooks/mnist.qmd
index 72ea2bc5c11a1a96ee6e5e9464292a947d993885..bf96135516e39bfd33e1b589cbc55fe5bfe263f3 100644
--- a/notebooks/mnist.qmd
+++ b/notebooks/mnist.qmd
@@ -91,7 +91,7 @@ Serialization.serialize(joinpath(output_path,"mnist_vae_weak.jls"), vae_weak)
 # Define generator:
 revise_generator = REVISEGenerator(
   opt = opt,
-  λ=0.1
+  λ=0.0
 )
 # Generate recourse:
 counterfactual_data.generative_model = vae # assign generative model
diff --git a/paper/paper.pdf b/paper/paper.pdf
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