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updated teaser, ref fixes

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intro-teaser.ipynb
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references.bib
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@@ -34,7 +34,7 @@
@article{um2020sol, @article{um2020sol,
title={Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers}, title={Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers},
author={Um, Kiwon and Brand, Robert and Holl, Philipp and Fei, Raymond Thuerey, Nils}, author={Um, Kiwon and Brand, Robert and Holl, Philipp and Fei, Raymond and Thuerey, Nils},
journal=NeurIPS, journal=NeurIPS,
year={2020}, year={2020},
url={https://ge.in.tum.de/publications/2020-um-solver-in-the-loop/}, url={https://ge.in.tum.de/publications/2020-um-solver-in-the-loop/},
@@ -79,7 +79,7 @@
@inproceedings{holl2019pdecontrol, @inproceedings{holl2019pdecontrol,
title={Learning to Control PDEs with Differentiable Physics}, title={Learning to Control PDEs with Differentiable Physics},
author={Holl, Philipp and Thuerey, Nils and Koltun, Vladlen}, author={Holl, Philipp and Koltun, Vladlen and Thuerey, Nils},
booktitle=ICLR, booktitle=ICLR,
year={2019}, year={2019},
url={https://ge.in.tum.de/publications/2020-iclr-holl/}, url={https://ge.in.tum.de/publications/2020-iclr-holl/},