From 75da126477ff40410d6669a2d31986c40e509443 Mon Sep 17 00:00:00 2001
From: Benedikt Alkin <39829911+BenediktAlkin@users.noreply.github.com>
Date: Tue, 8 Oct 2024 18:52:34 +0200
Subject: [PATCH] update links

---
 README.md     | 2 +-
 docs/index.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 6d1b150..19d6870 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # Universal Physics Transformer (UPT)
 
-[[`Project Page`](https://ml-jku.github.io/UPT)] [[`Paper (arxiv)`](https://arxiv.org/abs/2402.12365)] [[`Codebase Demo Video`](https://youtu.be/80kc3hscTTg)] [[`BibTeX`](https://github.com/ml-jku/UPT#citation)]
+[[`Project Page`](https://ml-jku.github.io/UPT)] [[`Paper`](https://arxiv.org/abs/2402.12365)] [[`Talk`](https://youtu.be/mfrmCPOn4bs)] [[`Tutorial`](https://github.com/BenediktAlkin/upt-tutorial)] [[`Codebase Demo Video`](https://youtu.be/80kc3hscTTg)] [[`BibTeX`](https://github.com/ml-jku/UPT#citation)]
 
 # Train your own models
 
diff --git a/docs/index.md b/docs/index.md
index 30c70d2..602aba7 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,6 +1,6 @@
 
 
-[[Code](https://github.com/ml-jku/UPT)] [[Paper (arxiv)](https://arxiv.org/abs/2402.12365)] [[Codebase Demo Video](https://youtu.be/80kc3hscTTg)] [[BibTeX](https://github.com/ml-jku/UPT#citation)]
+[[Code](https://github.com/ml-jku/UPT)] [[Paper](https://arxiv.org/abs/2402.12365)] [[Talk](https://youtu.be/mfrmCPOn4bs)]  [[Tutorial](https://github.com/BenediktAlkin/upt-tutorial)] [[Codebase Demo Video](https://youtu.be/80kc3hscTTg)] [[BibTeX](https://github.com/ml-jku/UPT#citation)]
 
 
 **U**niversal **P**hysics **T**ransformers (UPTs) are a novel learning paradigm to efficiently train large-scale