diff --git a/README.md b/README.md
index 57e307a..63cbd08 100644
--- a/README.md
+++ b/README.md
@@ -19,9 +19,13 @@
 ## Installation 
 
 ```
-pip install dasp-pytorch
+git clone https://github.com/csteinmetz1/dasp-pytorch
+cd dasp-pytorch
+pip install -e .
 ```
 
+Note: Coming to PyPi soon to enable `pip install dasp-pytorch`.
+
 ## Examples
 
 `dasp-pytorch` is a Python library for constructing differentiable audio signal processors using PyTorch. 
@@ -81,63 +85,57 @@ unzip audio_mono-mic.zip
 rm audio_mono-mic.zip
 ```
 
+### More examples
+
+- [Virtual Analog Modeling](examples/virtual_analog.py)
+- [Automatic Equalization](examples/auto_eq.py)
+- [Audio Production Style Transfer](examples/style_transfer.py)
+
 ## Audio Processors
 
 <table>
     <tr>
         <th>Audio Processor</th>
-        <th>Interface</th>
-        <th>Reference</th>
+        <th>Functional Interface</th>
     </tr>
     <tr>
-        <td>Simple Distortion</td>
-        <td><code>simple_distortion()</code></td>
-        <td></a></td>
+        <td>Gain</td>
+        <td><code>gain()</code></td>
     </tr>
     <tr>
-        <td>Advanced Distortion</td>
-        <td><code>advanced_distortion()</code></td>
-        <td></a></td>
-    </tr>    
+        <td>Distortion</td>
+        <td><code>distortion()</code></td>
+    </tr>
     <tr>
         <td>Parametric Equalizer</td>
         <td><code>parametric_eq()</code></td>
-        <td></td>
-    </tr>
-    <tr>
-        <td>Graphic Equalizer</td>
-        <td><code>graphic_eq()</code></td>
-        <td></td>
     </tr>
     <tr>
         <td>Dynamic range compressor</td>
         <td><code>compressor()</code></td>
-        <td></td>
     </tr>
     <tr>
         <td>Dynamic range expander</td>
         <td><code>expander()</code></td>
-        <td></td>
     </tr>    
     <tr>
         <td>Reverberation</td>
-        <td><code>reverberation()</code></td>
-        <td></td>
+        <td><code>noise_shaped_reverberation()</code></td>
     </tr>
     <tr>
         <td>Stereo Widener</td>
         <td><code>stereo_widener()</code></td>
-        <td></td>
     </tr>
     <tr>
         <td>Stereo Panner</td>
         <td><code>stereo_panner()</code></td>
-        <td></td>
+    </tr>
+    <tr>
+        <td>Stereo Bus</td>
+        <td><code>stereo_bus()</code></td>
     </tr>
 </table>
 
-## Examples
-
 ## Citations
 
 If you use this library consider citing these papers:
@@ -186,3 +184,11 @@ Differnetiable IIR filters
 ```
 
 ## Acknowledgements
+
+Supported by the EPSRC UKRI Centre for Doctoral Training in Artificial Intelligence and Music (EP/S022694/1).
+
+<p float="left">
+    <img src="docs/assets/logos/qm.png" height="50px"> &nbsp; &nbsp; 
+    <img src="docs/assets/logos/aim.png"  height="50px"> &nbsp; &nbsp; 
+    <img src="docs/assets/logos/ukri.png"  height="50px"> &nbsp; &nbsp; 
+</p>
\ No newline at end of file
diff --git a/dasp_pytorch/functional.py b/dasp_pytorch/functional.py
index e1f104c..11f6462 100644
--- a/dasp_pytorch/functional.py
+++ b/dasp_pytorch/functional.py
@@ -400,29 +400,7 @@ def compressor(
 
 
 def expander():
-    # static characteristics with soft-knee
-    x_sc = x_db.clone()
-
-    # below knee
-    idx = x_db < (threshold_db - knee_db / 2)
-    x_sc_below = threshold_db + (x_db - threshold_db) * ratio
-    x_sc[idx] = x_sc_below[idx]
-
-    # at knee
-    idx_1 = x_db <= (threshold_db + (knee_db / 2))
-    idx_2 = x_db >= (threshold_db - (knee_db / 2))
-    idx = torch.logical_and(idx_1, idx_2)
-    x_sc_at = x_db + ((1 - ratio) * ((x_db - threshold_db - (knee_db / 2)) ** 2)) / (
-        2 * knee_db
-    )
-    x_sc[idx] = x_sc_at[idx]
-
-    # above knee signal remains the same
-
-    # gain
-    g_c = x_sc - x_db
-
-    return x
+    raise NotImplementedError
 
 
 def noise_shaped_reverberation(
diff --git a/docs/assets/logos/aim.png b/docs/assets/logos/aim.png
new file mode 100644
index 0000000..66cdc2f
Binary files /dev/null and b/docs/assets/logos/aim.png differ
diff --git a/docs/assets/logos/qm.png b/docs/assets/logos/qm.png
new file mode 100644
index 0000000..c6a415f
Binary files /dev/null and b/docs/assets/logos/qm.png differ
diff --git a/docs/assets/logos/ukri.png b/docs/assets/logos/ukri.png
new file mode 100644
index 0000000..bfff5d6
Binary files /dev/null and b/docs/assets/logos/ukri.png differ