diff --git a/.gitignore b/.gitignore
index a07a34657..ccc7bbfac 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,3 +26,7 @@ workspace/
 slurm-*
 scripts/inventory.yaml
 out.txt
+
+scripts/article/hpu/
+scripts/article/cuda/
+scripts/article/xpu/
diff --git a/scripts/article/run_cuda.sh b/scripts/article/run_cuda.sh
new file mode 100644
index 000000000..ea77f7f20
--- /dev/null
+++ b/scripts/article/run_cuda.sh
@@ -0,0 +1,69 @@
+#!/bin/bash
+
+set -ex
+
+export MILABENCH_GPU_ARCH=cuda
+export MILABENCH_WORDIR="$(pwd)/$MILABENCH_GPU_ARCH"
+
+export MILABENCH_BASE="$MILABENCH_WORDIR/results"
+export MILABENCH_CONFIG="$MILABENCH_WORDIR/milabench/config/standard.yaml"
+export MILABENCH_VENV="$MILABENCH_WORDIR/env"
+export BENCHMARK_VENV="$MILABENCH_WORDIR/results/venv/torch"
+
+
+install_prepare() {
+    mkdir -p $MILABENCH_WORDIR
+    cd $MILABENCH_WORDIR
+
+    virtualenv $MILABENCH_WORDIR/env
+
+    git clone https://github.com/mila-iqia/milabench.git -b intel
+    git clone https://github.com/Delaunay/voir.git -b async_timer
+    git clone https://github.com/Delaunay/torchcompat.git
+
+    . $MILABENCH_WORDIR/env/bin/activate
+    pip install -e $MILABENCH_WORDIR/milabench
+
+    #
+    # Install milabench's benchmarks in their venv
+    #
+    milabench install
+
+    which pip
+    pip install -e $MILABENCH_WORDIR/voir
+    pip install -e $MILABENCH_WORDIR/torchcompat
+
+    (
+        . $BENCHMARK_VENV/bin/activate
+        which pip
+        pip install -e $MILABENCH_WORDIR/voir
+        pip install -e $MILABENCH_WORDIR/torchcompat
+        pip install torch torchvision torchaudio
+
+        (
+            cd $MILABENCH_WORDIR/milabench/benchmarks/timm/pytorch-image-models; 
+            git fetch origin; 
+            git checkout cb0e439
+        )
+    )
+
+    #
+    #   Generate/download datasets, download models etc...
+    milabench prepare
+}
+
+if [ ! -d "$MILABENCH_WORDIR" ]; then
+    install_prepare 
+else
+    echo "Reusing previous install"
+fi
+
+cd $MILABENCH_WORDIR
+
+#
+#   Run the benchmakrs
+milabench run 
+
+#
+#   Display report
+milabench report --runs $MILABENCH_WORDIR/results/runs
diff --git a/scripts/article/run_hpu.sh b/scripts/article/run_hpu.sh
new file mode 100644
index 000000000..9f54bcf8a
--- /dev/null
+++ b/scripts/article/run_hpu.sh
@@ -0,0 +1,83 @@
+#!/bin/bash
+
+set -ex
+
+export MILABENCH_GPU_ARCH=hpu
+export MILABENCH_WORDIR="$(pwd)/$MILABENCH_GPU_ARCH"
+export MILABENCH_BASE="$MILABENCH_WORDIR/results"
+export MILABENCH_CONFIG="$MILABENCH_WORDIR/milabench/config/standard.yaml"
+export MILABENCH_VENV="$MILABENCH_WORDIR/env"
+export BENCHMARK_VENV="$MILABENCH_WORDIR/results/venv/torch"
+
+install_prepare() {
+    mkdir -p $MILABENCH_WORDIR
+    cd $MILABENCH_WORDIR
+
+    virtualenv $MILABENCH_WORDIR/env
+
+    git clone https://github.com/mila-iqia/milabench.git -b intel
+    git clone https://github.com/Delaunay/voir.git -b async_timer
+    git clone https://github.com/Delaunay/torchcompat.git
+
+    wget -nv https://vault.habana.ai/artifactory/gaudi-installer/1.15.1/habanalabs-installer.sh
+    chmod +x habanalabs-installer.sh
+
+    . $MILABENCH_WORDIR/env/bin/activate
+    pip install -e $MILABENCH_WORDIR/milabench
+
+
+    #
+    # Install milabench's benchmarks in their venv
+    #
+    milabench install
+
+    which pip
+    pip install -e $MILABENCH_WORDIR/voir
+    pip install -e $MILABENCH_WORDIR/torchcompat
+
+    # Override dependencies for HPU
+    # milabench needs pyhlml
+    export HABANALABS_VIRTUAL_DIR=$MILABENCH_VENV
+    ./habanalabs-installer.sh install -t dependencies --venv -y
+    ./habanalabs-installer.sh install -t pytorch --venv -y
+
+
+    (
+        . $BENCHMARK_VENV/bin/activate
+        which pip
+        pip install -e $MILABENCH_WORDIR/voir
+        pip install -e $MILABENCH_WORDIR/torchcompat
+
+        (
+            cd $MILABENCH_WORDIR/milabench/benchmarks/timm/pytorch-image-models; 
+            git fetch origin; 
+            git checkout cb0e439
+        )
+
+        # Override dependencies for HPU
+        # benchmarks need pytorch
+        export HABANALABS_VIRTUAL_DIR=$BENCHMARK_VENV 
+        ./habanalabs-installer.sh install -t dependencies --venv -y
+        ./habanalabs-installer.sh install -t pytorch --venv -y
+    )
+
+    #
+    #   Generate/download datasets, download models etc...
+    milabench prepare
+}
+
+if [ ! -d "$MILABENCH_WORDIR" ]; then
+    install_prepare 
+else
+    echo "Reusing previous install"
+fi
+
+cd $MILABENCH_WORDIR
+
+#
+#   Run the benchmakrs
+milabench run "$@"
+
+#
+#   Display report
+milabench report --runs $MILABENCH_WORDIR/results/runs
diff --git a/scripts/article/run_rocm.sh b/scripts/article/run_rocm.sh
new file mode 100644
index 000000000..0cba2aa95
--- /dev/null
+++ b/scripts/article/run_rocm.sh
@@ -0,0 +1,69 @@
+#!/bin/bash
+
+set -ex
+
+export MILABENCH_GPU_ARCH=rocm
+export MILABENCH_WORDIR="$(pwd)/$MILABENCH_GPU_ARCH"
+
+export MILABENCH_BASE="$MILABENCH_WORDIR/results"
+export MILABENCH_CONFIG="$MILABENCH_WORDIR/milabench/config/standard.yaml"
+export MILABENCH_VENV="$MILABENCH_WORDIR/env"
+export BENCHMARK_VENV="$MILABENCH_WORDIR/results/venv/torch"
+
+
+install_prepare() {
+    mkdir -p $MILABENCH_WORDIR
+    cd $MILABENCH_WORDIR
+
+    virtualenv $MILABENCH_WORDIR/env
+
+    git clone https://github.com/mila-iqia/milabench.git -b intel
+    git clone https://github.com/Delaunay/voir.git -b async_timer
+    git clone https://github.com/Delaunay/torchcompat.git
+
+    . $MILABENCH_WORDIR/env/bin/activate
+    pip install -e $MILABENCH_WORDIR/milabench
+
+    #
+    # Install milabench's benchmarks in their venv
+    #
+    milabench install
+
+    which pip
+    pip install -e $MILABENCH_WORDIR/voir
+    pip install -e $MILABENCH_WORDIR/torchcompat
+
+    (
+        . $BENCHMARK_VENV/bin/activate
+        which pip
+        pip install -e $MILABENCH_WORDIR/voir
+        pip install -e $MILABENCH_WORDIR/torchcompat
+        pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.0
+
+        (
+            cd $MILABENCH_WORDIR/milabench/benchmarks/timm/pytorch-image-models; 
+            git fetch origin; 
+            git checkout cb0e439
+        )
+    )
+
+    #
+    #   Generate/download datasets, download models etc...
+    milabench prepare
+}
+
+if [ ! -d "$MILABENCH_WORDIR" ]; then
+    install_prepare 
+else
+    echo "Reusing previous install"
+fi
+
+cd $MILABENCH_WORDIR
+
+#
+#   Run the benchmakrs
+milabench run 
+
+#
+#   Display report
+milabench report --runs $MILABENCH_WORDIR/results/runs
diff --git a/scripts/article/run_xpu.sh b/scripts/article/run_xpu.sh
new file mode 100644
index 000000000..502901d3b
--- /dev/null
+++ b/scripts/article/run_xpu.sh
@@ -0,0 +1,75 @@
+#!/bin/bash
+
+set -ex
+
+export MILABENCH_GPU_ARCH=xpu
+export MILABENCH_WORDIR="$(pwd)/$MILABENCH_GPU_ARCH"
+
+export MILABENCH_BASE="$MILABENCH_WORDIR/results"
+export MILABENCH_CONFIG="$MILABENCH_WORDIR/milabench/config/standard.yaml"
+export MILABENCH_VENV="$MILABENCH_WORDIR/env"
+export BENCHMARK_VENV="$MILABENCH_WORDIR/results/venv/torch"
+
+
+install_prepare() {
+    mkdir -p $MILABENCH_WORDIR
+    cd $MILABENCH_WORDIR
+
+    virtualenv $MILABENCH_WORDIR/env
+
+    git clone https://github.com/mila-iqia/milabench.git -b intel
+    git clone https://github.com/Delaunay/voir.git -b async_timer
+    git clone https://github.com/Delaunay/torchcompat.git
+
+    # XPU manager is necessary
+    wget -nv https://github.com/intel/xpumanager/releases/download/V1.2.36/xpumanager_1.2.36_20240428.081009.377f9162.u22.04_amd64.deb
+    sudo dpkg -i xpumanager_1.2.36_20240428.081009.377f9162.u22.04_amd64.deb
+
+    . $MILABENCH_WORDIR/env/bin/activate
+    pip install -e $MILABENCH_WORDIR/milabench
+
+    #
+    # Install milabench's benchmarks in their venv
+    #
+    milabench install
+
+    which pip
+    pip install -e $MILABENCH_WORDIR/voir
+    pip install -e $MILABENCH_WORDIR/torchcompat
+
+    (
+        . $BENCHMARK_VENV/bin/activate
+        which pip
+        pip install -e $MILABENCH_WORDIR/voir
+        pip install -e $MILABENCH_WORDIR/torchcompat
+
+        # Override dependencies for XPU
+        pip install torch, torchvision torchaudio intel-extension-for-pytorch --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/
+    
+        (
+            cd $MILABENCH_WORDIR/milabench/benchmarks/timm/pytorch-image-models; 
+            git fetch origin; 
+            git checkout cb0e439
+        )
+    )
+
+    #
+    #   Generate/download datasets, download models etc...
+    milabench prepare
+}
+
+if [ ! -d "$MILABENCH_WORDIR" ]; then
+    install_prepare 
+else
+    echo "Reusing previous install"
+fi
+
+cd $MILABENCH_WORDIR
+
+#
+#   Run the benchmakrs
+milabench run 
+
+#
+#   Display report
+milabench report --runs $MILABENCH_WORDIR/results/runs