Shorten paper, add research projects

paper.bib

@@ -316,4 +316,137 @@ @misc{Einops2018
   howpublished = {\url{https://github.com/arogozhnikov/einops}},
   year = {2018},
   note = {Accessed on 16 Jan 2024}
-}
+}
+
+
+@article{ScaleInvariant2022,
+  title={Scale-invariant Learning by Physics Inversion},
+  author={Holl, Philipp and Koltun, Vladlen and Thuerey, Nils},
+  journal={Advances in Neural Information Processing Systems},
+  volume={35},
+  pages={5390--5403},
+  year={2022}
+}
+
+@article{HalfInverse2022,
+  title={Half-inverse gradients for physical deep learning},
+  author={Schnell, Patrick and Holl, Philipp and Thuerey, Nils},
+  journal={arXiv preprint arXiv:2203.10131},
+  year={2022}
+}
+
+@article{PBDL2021,
+  title={Physics-based deep learning},
+  author={Thuerey, Nils and Holl, Philipp and Mueller, Maximilian and Schnell, Patrick and Trost, Felix and Um, Kiwon},
+  journal={arXiv preprint arXiv:2109.05237},
+  year={2021}
+}
+
+
+@article{PDEBench,
+  title={PDEBench: An extensive benchmark for scientific machine learning},
+  author={Takamoto, Makoto and Praditia, Timothy and Leiteritz, Raphael and MacKinlay, Daniel and Alesiani, Francesco and Pfl{\"u}ger, Dirk and Niepert, Mathias},
+  journal={Advances in Neural Information Processing Systems},
+  volume={35},
+  pages={1596--1611},
+  year={2022}
+}
+
+@article{PDEArena,
+  title={Towards Multi-spatiotemporal-scale Generalized PDE Modeling},
+  author={Gupta, Jayesh K and Brandstetter, Johannes},
+  journal={arXiv preprint arXiv:2209.15616},
+  year={2022}
+}
+
+
+
+@inproceedings{brandstetter2021message,
+  title={Message Passing Neural PDE Solvers},
+  author={Brandstetter, Johannes and Worrall, Daniel E and Welling, Max},
+  booktitle={International Conference on Learning Representations},
+  year={2021}
+}
+@article{wandel2021teaching,
+  title={Teaching the incompressible Navier--Stokes equations to fast neural surrogate models in three dimensions},
+  author={Wandel, Nils and Weinmann, Michael and Klein, Reinhard},
+  journal={Physics of Fluids},
+  volume={33},
+  number={4},
+  year={2021},
+  publisher={AIP Publishing}
+}
+@inproceedings{brandstetter2022clifford,
+  title={Clifford Neural Layers for PDE Modeling},
+  author={Brandstetter, Johannes and van den Berg, Rianne and Welling, Max and Gupta, Jayesh K},
+  booktitle={The Eleventh International Conference on Learning Representations},
+  year={2022}
+}
+@inproceedings{wandel2020learning,
+  title={Learning Incompressible Fluid Dynamics from Scratch-Towards Fast, Differentiable Fluid Models that Generalize},
+  author={Wandel, Nils and Weinmann, Michael and Klein, Reinhard},
+  booktitle={International Conference on Learning Representations},
+  year={2020}
+}
+@inproceedings{sengar2021multi,
+  title={Multi-task learning based approach for surgical video desmoking},
+  author={Sengar, Vartika and Seemakurthy, Karthik and Gubbi, Jayavardhana and P, Balamuralidhar},
+  booktitle={Proceedings of the twelfth Indian conference on computer vision, graphics and image processing},
+  pages={1--9},
+  year={2021}
+}
+@article{parekh1993sex,
+  title={Sex differences in control of renal outer medullary circulation in rats: role of prostaglandins},
+  author={Parekh, NIRANJAN and Zou, AP and Jungling, ILSE and Endlich, KARLHANS and Sadowski, JANUSZ and Steinhausen, MICHAEL},
+  journal={American Journal of Physiology-Renal Physiology},
+  volume={264},
+  number={4},
+  pages={F629--F636},
+  year={1993},
+  publisher={American Physiological Society Bethesda, MD}
+}
+@inproceedings{ramos2022control,
+  title={Control of Two-way Coupled Fluid Systems with Differentiable Solvers},
+  author={Ramos, Brener and Trost, Felix and Thuerey, Nils},
+  booktitle={ICLR 2022 Workshop on Generalizable Policy Learning in Physical World},
+  year={2022}
+}
+@inproceedings{wang2022approximately,
+  title={Approximately equivariant networks for imperfectly symmetric dynamics},
+  author={Wang, Rui and Walters, Robin and Yu, Rose},
+  booktitle={International Conference on Machine Learning},
+  pages={23078--23091},
+  year={2022},
+  organization={PMLR}
+}
+@article{wang2022meta,
+  title={Meta-learning dynamics forecasting using task inference},
+  author={Wang, Rui and Walters, Robin and Yu, Rose},
+  journal={Advances in Neural Information Processing Systems},
+  volume={35},
+  pages={21640--21653},
+  year={2022}
+}
+@inproceedings{wang2023applications,
+  title={The applications of Generative Adversarial Network in surgical videos},
+  author={Wang, Peiyan},
+  booktitle={Third International Conference on Intelligent Computing and Human-Computer Interaction (ICHCI 2022)},
+  volume={12509},
+  pages={300--305},
+  year={2023},
+  organization={SPIE}
+}
+@article{wu2022learning,
+  title={Learning to accelerate partial differential equations via latent global evolution},
+  author={Wu, Tailin and Maruyama, Takashi and Leskovec, Jure},
+  journal={Advances in Neural Information Processing Systems},
+  volume={35},
+  pages={2240--2253},
+  year={2022}
+}
+@inproceedings{li2023latent,
+  title={Latent Neural PDE Solver for Time-dependent Systems},
+  author={Li, Zijie and Patil, Saurabh and Shu, Dule and Farimani, Amir Barati},
+  booktitle={NeurIPS 2023 AI for Science Workshop},
+  year={2023}
+}