diff --git a/README.md b/README.md index de13f31..3e94256 100644 --- a/README.md +++ b/README.md @@ -44,3 +44,19 @@ python pdecontrol/mbrl/script.py --rollout_length_schedule "{\"scheduler\": \"LinearScheduler\", \"steptype\": \"iteration\", \"start\": 0, \"stop\": 200, \"vmin\": 3, \"vmax\": 7}" --policy_train_steps_per_sample 10 --surrogate_train_freq 500 ```` + + +# Citation + +If you our code for ``model-based-pde-control`` in your work, please cite our paper: + +````` +@inproceedings{werner2024numerical, + title={Numerical Evidence for Sample Efficiency of Model-Based Over Model-Free Reinforcement Learning Control of Partial Differential Equations}, + author={Werner, Stefan and Peitz, Sebastian}, + booktitle={2024 European Control Conference (ECC)}, + pages={2965--2971}, + year={2024}, + organization={IEEE} +} +```` \ No newline at end of file