diff --git a/src/MLPs/centralized.py b/src/MLPs/centralized.py
index e69de29..70abbec 100644
--- a/src/MLPs/centralized.py
+++ b/src/MLPs/centralized.py
@@ -0,0 +1,30 @@
+from typing import Sequence
+import flax.linen as nn
+import jax.numpy as jnp
+from flax.linen.initializers import constant, orthogonal
+
+
+class Network(nn.Module):
+    hidden_size: int = 256
+    @nn.compact
+    def __call__(self, x):
+        # x shape: (batch, obs_dim)
+        x = nn.Dense(self.hidden_size, kernel_init=orthogonal(jnp.sqrt(2)))(x)
+        x = nn.tanh(x)
+        x = nn.Dense(self.hidden_size, kernel_init=orthogonal(jnp.sqrt(2)))(x)
+        x = nn.tanh(x)
+        return x
+
+
+class Critic(nn.Module):
+    @nn.compact
+    def __call__(self, x):
+        return nn.Dense(1, kernel_init=orthogonal(1), bias_init=constant(0.0))(x)
+
+
+class Actor(nn.Module):
+    action_dim: Sequence[int]
+
+    @nn.compact
+    def __call__(self, x):
+        return nn.Dense(self.action_dim, kernel_init=orthogonal(0.01), bias_init=constant(0.0))(x)