diff --git a/experiments/experiment.jl b/experiments/experiment.jl
index a6b13920a725cda35d0ed76b72a7557ddce6750c..022946bd9756269efb61e3a3340ea0b6be2aacb8 100644
--- a/experiments/experiment.jl
+++ b/experiments/experiment.jl
@@ -36,7 +36,7 @@ Base.@kwdef struct Experiment
     finaliser::Function = Flux.softmax
     loss::Function = Flux.Losses.crossentropy
     train_parallel::Bool = false
-    reg_strength::Real = 0.5
+    reg_strength::Real = 0.1
 end
 
 "A container to hold the results of an experiment."
diff --git a/experiments/gmsc.sh b/experiments/gmsc.sh
index 9d4f54f48eb8f89b48efa13b5c4133d9dbe1dba0..6dd647de2c32be20f836a2a64e793f0a7c340371 100644
--- a/experiments/gmsc.sh
+++ b/experiments/gmsc.sh
@@ -2,8 +2,8 @@
 
 #SBATCH --job-name="GMSC (ECCCo)"
 #SBATCH --time=3:00:00
-#SBATCH --ntasks=48
-#SBATCH --cpus-per-task=1
+#SBATCH --ntasks=12
+#SBATCH --cpus-per-task=4
 #SBATCH --partition=compute
 #SBATCH --mem-per-cpu=4GB
 #SBATCH --account=innovation
@@ -11,4 +11,4 @@
 
 module load 2023r1 openmpi
 
-srun julia --project=experiments experiments/run_experiments.jl -- data=gmsc output_path=results retrain threaded mpi > experiments/gmsc.log
+srun julia --project=experiments --threads 4 experiments/run_experiments.jl -- data=gmsc output_path=results retrain threaded mpi > experiments/gmsc.log
diff --git a/experiments/mnist.sh b/experiments/mnist.sh
index 8823002ac8addd0a41b6f90d0b7d20dfb903aa25..ebcfeb9c66e6cce7a1cc832f37ff1c2e9330dcda 100644
--- a/experiments/mnist.sh
+++ b/experiments/mnist.sh
@@ -2,8 +2,8 @@
 
 #SBATCH --job-name="MNIST (ECCCo)"
 #SBATCH --time=24:00:00
-#SBATCH --ntasks=48
-#SBATCH --cpus-per-task=1
+#SBATCH --ntasks=12
+#SBATCH --cpus-per-task=4
 #SBATCH --partition=compute
 #SBATCH --mem-per-cpu=4GB
 #SBATCH --account=innovation
@@ -11,4 +11,4 @@
 
 module load 2023r1 openmpi
 
-srun julia --project=experiments experiments/run_experiments.jl -- data=mnist output_path=results mpi > experiments/mnist.log
+srun julia --project=experiments --threads 4 experiments/run_experiments.jl -- data=mnist output_path=results mpi > experiments/mnist.log