diff --git a/README.md b/README.md
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@@ -4,6 +4,7 @@ This repository contains PyTorch evaluation code, training code and pretrained m
 * DeiT (Data-Efficient Image Transformers), ICML 2021 
 * [CaiT](README_cait.md) (Going deeper with Image Transformers), ICCV 2021 (Oral)
 * [ResMLP](README_resmlp.md) (ResMLP: Feedforward networks for image classification with data-efficient training)
+* [PatchConvnet](README_patchconvnet.md) (Augmenting Convolutional networks with attention-based aggregation)
 
 They obtain competitive tradeoffs in terms of speed / precision: