diff --git a/README.md b/README.md
index 6b41d772..07c71a76 100644
--- a/README.md
+++ b/README.md
@@ -23,6 +23,9 @@ I'm fortunate to be able to dedicate significant time and money of my own suppor
 
 ## What's New
 
+### June 23, 2021
+* Reproduce gMLP model training, `gmlp_s16_224` trained to 79.6 top-1, matching [paper](https://arxiv.org/abs/2105.08050).
+
 ### June 20, 2021
 * Release Vision Transformer 'AugReg' weights from [How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers](https://arxiv.org/abs/2106.10270)
   * .npz weight loading support added, can load any of the 50K+ weights from the [AugReg series](https://console.cloud.google.com/storage/browser/vit_models/augreg)
diff --git a/timm/models/mlp_mixer.py b/timm/models/mlp_mixer.py
index c51e61e3..f128b9c9 100644
--- a/timm/models/mlp_mixer.py
+++ b/timm/models/mlp_mixer.py
@@ -129,7 +129,9 @@ default_cfgs = dict(
         mean=IMAGENET_DEFAULT_MEAN, std=IMAGENET_DEFAULT_STD),
 
     gmlp_ti16_224=_cfg(),
-    gmlp_s16_224=_cfg(),
+    gmlp_s16_224=_cfg(
+        url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/gmlp_s16_224_raa-10536d42.pth',
+    ),
     gmlp_b16_224=_cfg(),
 )