diff --git a/experiments/california_housing.jl b/experiments/california_housing.jl
index 8c811093f53ada9caa6c0810a7ad99d2ad3e655e..ffe8610aa2f0eb0110eb7ed33863632bdb7e3838 100644
--- a/experiments/california_housing.jl
+++ b/experiments/california_housing.jl
@@ -30,6 +30,8 @@ params = (
     sampling_steps=30,
     use_ensembling=true,
     opt=Flux.Optimise.Descent(0.05),
+    Λ=[0.1, 0.1, 0.1],
+    n_individuals=25,
     dim_reduction=true,
 )
 
diff --git a/experiments/circles.jl b/experiments/circles.jl
index 80c772718a5de01327169ba6a8bb2d48d64eb1ba..59facfe398d776e95fc241d8540018f68507f358 100644
--- a/experiments/circles.jl
+++ b/experiments/circles.jl
@@ -19,6 +19,8 @@ params = (
     epochs=100,
     α=[1.0, 1.0, 1e-2],
     sampling_steps=30,
+    opt=Flux.Optimise.Descent(0.05),
+    Λ=[0.1, 0.1, 0.05],
 )
 
 # Best grid search params:
diff --git a/experiments/german_credit.jl b/experiments/german_credit.jl
index e213740d0d9df6fd2032e5164da176c052566f78..4d5c170c3b0e7344c6886771ed238048f0d4fb42 100644
--- a/experiments/german_credit.jl
+++ b/experiments/german_credit.jl
@@ -30,6 +30,8 @@ params = (
     sampling_steps=30,
     use_ensembling=true,
     opt=Flux.Optimise.Descent(0.05),
+    Λ=[0.2, 0.2, 0.2],
+    n_individuals=25,
     dim_reduction=true,
 )
 
diff --git a/experiments/gmsc.jl b/experiments/gmsc.jl
index f2bbfe68420cd259a0357a9f3d0a6382cd73169c..e21b72eef4089eadf6deaf9d94c1016a4cd020d1 100644
--- a/experiments/gmsc.jl
+++ b/experiments/gmsc.jl
@@ -31,6 +31,8 @@ params = (
     sampling_steps = 30,
     use_ensembling = true,
     opt=Flux.Optimise.Descent(0.05),
+    Λ = [0.1, 0.1, 0.1],
+    n_individuals=25,
     dim_reduction=true,
 )
 
diff --git a/experiments/linearly_separable.jl b/experiments/linearly_separable.jl
index 60a5c29291f2cfe4d9b31b9c4dc877e20db7426a..5fed9e4c19f7fadd1500e4be6effd0d4595eb6ea 100644
--- a/experiments/linearly_separable.jl
+++ b/experiments/linearly_separable.jl
@@ -20,6 +20,8 @@ params = (
     n_layers=3,
     activation=Flux.swish,
     epochs=100,
+    Λ=[0.1, 0.1, 0.05],
+    opt=Flux.Optimise.Descent(0.01),
 )
 
 # Best grid search params:
diff --git a/experiments/moons.jl b/experiments/moons.jl
index 5c91e2100cb7950845666031b66ed63584a7f1da..f92f0648ed7107e6cdc0bb84e673360a848f6947 100644
--- a/experiments/moons.jl
+++ b/experiments/moons.jl
@@ -19,6 +19,8 @@ params = (
     epochs=500,
     sampling_batch_size=10,
     sampling_steps=30,
+    Λ=[0.1, 0.1, 0.5],
+    opt=Flux.Optimise.Descent(0.01),
 )
 
 # Best grid search params: