label typo in teaser example fixed, phiflow ICML reference

intro-teaser.ipynb

@@ -213,8 +213,8 @@
     "# Results\n",
     "plt.plot(X,Y,'.',label='Data points', color=\"lightgray\")\n",
     "plt.plot(X,nn_sv.predict(X),'.',label='Supervised', color=\"red\")\n",
-    "plt.xlabel('y')\n",
-    "plt.ylabel('x')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
     "plt.title('Standard approach')\n",
     "plt.legend()\n",
     "plt.show()"

references.bib

@@ -13,6 +13,15 @@
 @STRING{NeurIPS        = "Advances in Neural Information Processing Systems"}
 
 
+
+@inproceedings{holl2024phiflow,
+  title={phiflow: Differentiable Simulations for PyTorch, TensorFlow and Jax},
+  author={Holl, Philipp and Thuerey, Nils},
+  booktitle={International Conference on Machine Learning},
+  year={2024}
+}
+
+
 @inproceedings{liu2024airfoils,
 	  title={Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models},
 	  author={Liu, Qiang and Thuerey, Nils},
@@ -67,6 +76,13 @@
   url={https://github.com/tum-pbs/VOLSIM},
 }
 
+@inproceedings{list2022piso,
+	  title={Learned Turbulence Modelling with Differentiable Fluid Solvers},
+	  author={Bjoern List and Liwei Chen and Thuerey, Nils},
+	  booktitle={arXiv:2202.06988},
+	  year={2022},
+	  url={https://ge.in.tum.de/publications/},
+}
 
 @article{prantl2022guaranteed,
   title={Guaranteed conservation of momentum for learning particle-based fluid dynamics},
@@ -1017,11 +1033,4 @@
 }
 
 
-@inproceedings{list2022piso,
-	  title={Learned Turbulence Modelling with Differentiable Fluid Solvers},
-	  author={Bjoern List and Liwei Chen and Thuerey, Nils},
-	  booktitle={arXiv:2202.06988},
-	  year={2022},
-	  url={https://ge.in.tum.de/publications/},
-}