added arxiv link

README.md

@@ -1,4 +1,6 @@
 # SFBC
 This repository contains the Neural Network code for the paper: Symmetric basis convolutions for learning lagrangian fluid mechanics (Published at ICLR 2024).
 
-For the solver used to generate the 2D Datasets see here: https://github.com/wi-re/torchSPHv2, for the 1D Solver see this demonstration script: https://colab.research.google.com/drive/1sXpvpARWptz0VncnVgo8ga76_qsRyjzz?authuser=1.
+(Full Paper)[https://arxiv.org/abs/2403.16680]
+
+For the solver used to generate the 2D Datasets see here: https://github.com/wi-re/torchSPHv2, for the 1D Solver see this demonstration script: https://colab.research.google.com/drive/1sXpvpARWptz0VncnVgo8ga76_qsRyjzz?authuser=1.