diff --git a/experiments/jobscripts/generators/tabular.sh b/experiments/jobscripts/generators/tabular.sh
index 6e2ce6461f1cbf36e3df603f6040e55a84ec8d0a..43b43b6ff98e4994b4e8fa1b14ca05c83319f43d 100644
--- a/experiments/jobscripts/generators/tabular.sh
+++ b/experiments/jobscripts/generators/tabular.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #SBATCH --job-name="Tabular (ECCCo)"
-#SBATCH --time=05:00:00
+#SBATCH --time=12:00:00
 #SBATCH --ntasks=1000
 #SBATCH --cpus-per-task=1
 #SBATCH --partition=compute
diff --git a/experiments/jobscripts/tuning/generators/california_housing.sh b/experiments/jobscripts/tuning/generators/california_housing.sh
index ca0bc7376a8c6a39b6ab3565ec1e8984da746b63..c6d29b36c1fc333ed14365c3be7d387b5ce80fe6 100644
--- a/experiments/jobscripts/tuning/generators/california_housing.sh
+++ b/experiments/jobscripts/tuning/generators/california_housing.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #SBATCH --job-name="Grid-search California Housing (ECCCo)"
-#SBATCH --time=05:00:00
+#SBATCH --time=12:00:00
 #SBATCH --ntasks=1000
 #SBATCH --cpus-per-task=1
 #SBATCH --partition=compute
diff --git a/experiments/jobscripts/tuning/generators/tabular.sh b/experiments/jobscripts/tuning/generators/tabular.sh
index e29c0b0ae97e0cbd5d4e91ed911731057b184245..b8380d7640ece23ae63eea2d84279254ab5f3cac 100644
--- a/experiments/jobscripts/tuning/generators/tabular.sh
+++ b/experiments/jobscripts/tuning/generators/tabular.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #SBATCH --job-name="Grid-search Tabular (ECCCo)"
-#SBATCH --time=10:00:00
+#SBATCH --time=16:00:00
 #SBATCH --ntasks=1000
 #SBATCH --cpus-per-task=1
 #SBATCH --partition=compute
@@ -11,4 +11,4 @@
 
 module load 2023r1 openmpi
 
-srun julia --project=experiments experiments/run_experiments.jl -- data=gmsc,german_credit,california_housing output_path=results mpi grid_search > experiments/grid_search_tabular.log
\ No newline at end of file
+srun julia --project=experiments experiments/run_experiments.jl -- data=gmsc,german_credit output_path=results mpi grid_search > experiments/grid_search_tabular.log
\ No newline at end of file
diff --git a/experiments/mnist.jl b/experiments/mnist.jl
index 34aae4c3979cfef34277a96f1a6692631f0917ab..e23e52e47afb795f928c6b914ef2471e61da7f9c 100644
--- a/experiments/mnist.jl
+++ b/experiments/mnist.jl
@@ -41,7 +41,8 @@ params = (
     niter_eccco=500,
     Λ=[0.1, 0.25, 0.25],
     Λ_Δ=[0.1, 0.1, 2.5],
-    opt=Flux.Optimise.Adam(0.1)
+    opt=Flux.Optimise.Descent(0.1),
+    reg_strength = 0
 )
 
 if !GRID_SEARCH