---
---
References
==========
@inproceedings {koelle23primate,
title = {Improving Primate Sounds Classification using Binary Presorting for Deep Learning},
author = {Kölle, Michael and Illium, Steffen and Zorn, Maximilian and Nü{\ss}lein, Jonas and Suchostawski, Patrick and Linnhoff-Popien, Claudia},
year = {2023},
organization = {Int. Conference on Deep Learning Theory and Application - DeLTA 2023},
publisher = {Springer CCIS Series},
}

@inproceedings{zorn23surprise,
author = {Zorn, Maximilian and Illium, Steffen and Phan, Thomy and Kaiser, Tanja Katharina and Linnhoff-Popien, Claudia and Gabor, Thomas},
title = {Social Neural Network Soups with Surprise Minimization},
year = {2023},
publisher = {MIT Press Direct},
organization={Conference on Artificial Life - Alife 2023},
}

@inproceedings{feld2018trajectory,
  title={Trajectory annotation using sequences of spatial perception},
  author={Feld, Sebastian and Illium, Steffen and Sedlmeier, Andreas and Belzner, Lenz},
  booktitle={Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems},
  pages={329--338},
  year={2018}
}

@article{gabor2022self,
  title={Self-replication in neural networks},
  author={Gabor, Thomas and Illium, Steffen and Zorn, Maximilian and Lenta, Cristian and Mattausch, Andy and Belzner, Lenz and Linnhoff-Popien, Claudia},
  journal={Artificial Life},
  volume={28},
  number={2},
  pages={205--223},
  year={2022},
  publisher={MIT Press One Broadway, 12th Floor, Cambridge, Massachusetts 02142, USA~…}
}

@proceedings{gabor2019self,
    author = {Gabor, Thomas and Illium, Steffen and Mattausch, Andy and Belzner, Lenz and Linnhoff-Popien, Claudia},
    title = "{Self-Replication in Neural Networks}",
    volume = {ALIFE 2019: The 2019 Conference on Artificial Life},
    series = {Artificial Life Conference Proceedings},
    pages = {424-431},
    year = {2019},
    month = {07},
    doi = {10.1162/isal_a_00197},
    url = {https://doi.org/10.1162/isal\_a\_00197},
    eprint = {https://direct.mit.edu/isal/proceedings-pdf/isal2019/31/424/1903421/isal\_a\_00197.pdf},
}


@article{elsner2019deep,
  title={Deep neural baselines for computational paralinguistics},
  author={Elsner, Daniel and Langer, Stefan and Ritz, Fabian and Mueller, Robert and Illium, Steffen},
  journal={arXiv preprint arXiv:1907.02864},
  year={2019}
}

@inproceedings{muller2020soccer,
  title={Soccer Team Vectors},
  author={Müller, Robert and Langer, Stefan and Ritz, Fabian and Roch, Christoph and Illium, Steffen and Linnhoff-Popien, Claudia},
  booktitle={Machine Learning and Knowledge Discovery in Databases: International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16--20, 2019, Proceedings, Part II},
  pages={247--257},
  year={2020},
  organization={Springer International Publishing}
}

@inproceedings{friedrich2020hybrid,
  title={A Hybrid Approach for Segmenting and Fitting Solid Primitives to 3D Point Clouds},
  author={Friedrich, Markus and Illium, Steffen and Fayolle, Pierre-Alain and Linnhoff-Popien, Claudia},
  booktitle={15th International Joint Conference on Computer Graphics Theory and Applications},
  year={2020}
}

@inproceedings{sedlmeier2020policy,
  title={Policy entropy for out-of-distribution classification},
  author={Sedlmeier, Andreas and Müller, Robert and Illium, Steffen and Linnhoff-Popien, Claudia},
  booktitle={Artificial Neural Networks and Machine Learning--ICANN 2020: 29th International Conference on Artificial Neural Networks, Bratislava, Slovakia, September 15--18, 2020, Proceedings, Part II 29},
  pages={420--431},
  year={2020},
  organization={Springer International Publishing}
}

@article{muller2020acoustic,
  title={Acoustic anomaly detection for machine sounds based on image transfer learning},
  author={Müller, Robert and Ritz, Fabian and Illium, Steffen and Linnhoff-Popien, Claudia},
  journal={arXiv preprint arXiv:2006.03429},
  year={2020}
}

@article{illium2020meantime,
  title={What to do in the meantime: A service coverage analysis for parked autonomous vehicles},
  author={Illium, Steffen and Friese, Philipp Andreas and Müller, Robert and Feld, Sebastian},
  journal={AGILE: GIScience Series},
  volume={1},
  pages={7},
  year={2020},
  publisher={Copernicus Publications Göttingen, Germany}
}

@article{illium2020surgical,
  title={Surgical mask detection with convolutional neural networks and data augmentations on spectrograms},
  author={Illium, Steffen and Müller, Robert and Sedlmeier, Andreas and Linnhoff-Popien, Claudia},
  journal={arXiv preprint arXiv:2008.04590},
  year={2020}
}

@article{muller2020analysis,
  title={Analysis of feature representations for anomalous sound detection},
  author={Müller, Robert and Illium, Steffen and Ritz, Fabian and Schmid, Kyrill},
  journal={arXiv preprint arXiv:2012.06282},
  year={2020}
}

@article{muller2021acoustic,
  title={Acoustic leak detection in water networks},
  author={Müller, Robert and Illium, Steffen and Ritz, Fabian and Schröder, Tobias and Platschek, Christian and Ochs, Jörg and Linnhoff-Popien, Claudia},
  journal={arXiv preprint arXiv:2012.06280},
  year={2020}
}

@inproceedings{gabor2021goals,
  title={Goals for self-replicating neural networks},
  author={Gabor, Thomas and Illium, Steffen and Zorn, Maximilian and Linnhoff-Popien, Claudia},
  booktitle={Artificial Life Conference Proceedings 33},
  volume={2021},
  number={1},
  pages={101},
  year={2021},
  organization={MIT Press One Rogers Street, Cambridge, MA 02142-1209, USA journals-info~…}
}

@article{illium2021visual,
  title={Visual Transformers for Primates Classification and Covid Detection},
  author={Illium, Steffen and Müller, Robert and Sedlmeier, Andreas and Popien, Claudia-Linnhoff},
  journal={Proc. Interspeech 2021},
  pages={451--455},
  year={2021}
}

@article{muller2021deep,
  title={A Deep and Recurrent Architecture for Primate Vocalization Classification},
  author={Müller, Robert and Illium, Steffen and Linnhoff-Popien, Claudia},
  journal={Proc. Interspeech 2021},
  pages={461--465},
  year={2021}
}

@inproceedings{muller2021deep,
  title={Deep recurrent interpolation networks for anomalous sound detection},
  author={Müller, Robert and Illium, Steffen and Linnhoff-Popien, Claudia},
  booktitle={2021 International Joint Conference on Neural Networks (IJCNN)},
  pages={1--7},
  year={2021},
  organization={IEEE}
}

@inproceedings{friedrich2022csg,
  title={CSG Tree Extraction from 3D Point Clouds and Meshes Using a Hybrid Approach},
  author={Friedrich, Markus and Illium, Steffen and Fayolle, Pierre-Alain and Linnhoff-Popien, Claudia},
  booktitle={Computer Vision, Imaging and Computer Graphics Theory and Applications: 15th International Joint Conference, VISIGRAPP 2020 Valletta, Malta, February 27--29, 2020, Revised Selected Papers},
  pages={53--79},
  year={2022},
  organization={Springer International Publishing Cham}
}

@inproceedings{illium2022empirical,
  title={Empirical Analysis of Limits for Memory Distance in Recurrent Neural Networks},
  author={Illium, Steffen and Schillman, Thore and Müller, Robert and Gabor, Thomas and Linnhoff-Popien, Claudia},
  booktitle={14th International Conference on Agents and Artificial Intelligence: ICAART},
  volume={3},
  number={Proceedings},
  pages={308--315},
  year={2022}
}

@inproceedings{muller2022towards,
  title={Towards Anomaly Detection in Reinforcement Learning},
  author={Müller, Robert and Illium, Steffen and Phan, Thomy and Haider, Tom and Linnhoff-Popien, Claudia},
  booktitle={Proceedings of the 21st International Conference on Autonomous Agents and Multiagent Systems},
  pages={1799--1803},
  year={2022}
}

@inproceedings{nusslein2022case,
  title={Case-Based Inverse Reinforcement Learning Using Temporal Coherence},
  author={Nüßlein, Jonas and Illium, Steffen and Müller, Robert and Gabor, Thomas and Linnhoff-Popien, Claudia},
  booktitle={Case-Based Reasoning Research and Development: 30th International Conference, ICCBR 2022, Nancy, France, September 12--15, 2022, Proceedings},
  pages={304--317},
  year={2022},
  organization={Springer International Publishing Cham}
}

@article{illium2022constructing,
  title={Constructing Organism Networks from Collaborative Self-Replicators},
  author={Illium, Steffen and Zorn, Maximilian and Kölle, Michael and Linnhoff-Popien, Claudia and Gabor, Thomas},
  journal={arXiv preprint arXiv:2212.10078},
  year={2022}
}

@article{illium2022voronoipatches,
  title={VoronoiPatches: Evaluating A New Data Augmentation Method},
  author={Illium, Steffen and Griffin, Gretchen and Kölle, Michael and Zorn, Maximilian and Nü{\ss}lein, Jonas and Linnhoff-Popien, Claudia},
  journal={arXiv preprint arXiv:2212.10054},
  year={2022}
}

@article{kolle2023compression,
  title={Compression of GPS Trajectories using Autoencoders},
  author={Kölle, Michael and Illium, Steffen and Hahn, Carsten and Schauer, Lorenz and Hutter, Johannes and Linnhoff-Popien, Claudia},
  journal={arXiv preprint arXiv:2301.07420},
  year={2023}
}

@inproceedings{altmann2024emergence,
  title={Emergence in Multi-agent Systems: A Safety Perspective},
  author={Altmann, Philipp and Schönberger, Julian and Illium, Steffen and Zorn, Maximilian and Ritz, Fabian and Haider, Tom and Burton, Simon and Gabor, Thomas},
  booktitle={International Symposium on Leveraging Applications of Formal Methods},
  pages={104--120},
  year={2024},
  organization={Springer Nature Switzerland Cham}
}

@article{kolle2024aquarium,
  title={Aquarium: A Comprehensive Framework for Exploring Predator-Prey Dynamics through Multi-Agent Reinforcement Learning Algorithms},
  author={Kölle, Michael and Erpelding, Yannick and Ritz, Fabian and Phan, Thomy and Illium, Steffen and Linnhoff-Popien, Claudia},
  journal={arXiv preprint arXiv:2401.07056},
  year={2024}
}