Publications

@inproceedings{Damm2025AnomalyDINOBoosting,

title = {AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2},

author = {Simon Damm and Mike Laszkiewicz and Johannes Lederer and Asja Fischer},

url = {https://openaccess.thecvf.com/content/WACV2025/html/Damm_AnomalyDINO_Boosting_Patch-Based_Few-Shot_Anomaly_Detection_with_DINOv2_WACV_2025_paper.html},

year  = {2025},

date = {2025-01-01},

booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Müller2025Black-BoxForgery,

title = {Black-Box Forgery Attacks on Semantic Watermarks for Diffusion Models},

author = {Andreas Müller and Denis Lukovnikov and Jonas Thietke and Asja Fischer and Erwin Quiring},

url = {https://arxiv.org/abs/2412.03283},

year  = {2025},

date = {2025-01-01},

booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Heilig2025Port-HamiltonianArchitectural,

title = {Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks},

author = {Simon Heilig and Alessio Gravina and Alessandro Trenta and Claudio Gallicchio and Davide Bacciu},

url = {https://openreview.net/forum?id=03EkqSCKuO},

year  = {2025},

date = {2025-01-01},

booktitle = {International Conference on Learning Representations (ICLR)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Frank2024RepresentativeStudy,

title = {A Representative Study on Human Detection of Artificially Generated Media Across Countries},

author = {Joel Frank and Franziska Herbert and Jonas Ricker and Lea Schönherr and Thorsten Eisenhofer and Asja Fischer and Markus Dürmuth and Thorsten Holz},

url = {https://doi.org/10.1109/SP54263.2024.00159},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {IEEE Symposium on Security and Privacy (SP)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Laszkiewicz2024Single-ModelAttribution,

title = {Single-Model Attribution of Generative Models Through Final-Layer Inversion},

author = {Mike Laszkiewicz and Jonas Ricker and Johannes Lederer and Asja Fischer},

url = {https://proceedings.mlr.press/v235/laszkiewicz24a.html},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {International Conference on Machine Learning (ICML)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Ricker2024AI-GeneratedFaces,

title = {AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images},

author = {Jonas Ricker and Dennis Assenmacher and Thorsten Holz and Asja Fischer and Erwin Quiring},

url = {https://doi.org/10.1145/3678890.3678922},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {International Symposium on Research in Attacks, Intrusions and Defenses (RAID)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Ricker2024TowardsDetection,

title = {Towards the Detection of Diffusion Model Deepfakes},

author = {Jonas Ricker and Simon Damm and Thorsten Holz and Asja Fischer},

url = {https://doi.org/10.5220/0012422000003660},

year  = {2024},

date = {2024-01-01},

booktitle = {International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Ricker2024AEROBLADETraining-Free,

title = {AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error},

author = {Jonas Ricker and Denis Lukovnikov and Asja Fischer},

url = {https://doi.org/10.1109/CVPR52733.2024.00872},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Adilova2024InformationPlane,

title = {Information Plane Analysis for Dropout Neural Networks},

author = {Linara Adilova and Bernhard C. Geiger and Asja Fischer},

url = {https://openreview.net/forum?id=bQB6qozaBw},

year  = {2024},

date = {2024-01-01},

booktitle = {International Conference on Learning Representations (ICLR)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Pizarro2024DistriBlockIdentifying,

title = {DistriBlock: Identifying Adversarial Audio Samples by Leveraging Characteristics of the Output Distribution},

author = {Matías Pizarro and Dorothea Kolossa and Asja Fischer},

url = {https://proceedings.mlr.press/v244/pizarro24a.html},

year  = {2024},

date = {2024-01-01},

booktitle = {Conference on Uncertainty in Artificial Intelligence (UAI)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Pizzi2024ReassessingNoise,

title = {Reassessing Noise Augmentation Methods in the Context of Adversarial Speech},

author = {Karla Pizzi and Matías Pizarro and Asja Fischer},

url = {https://doi.org/10.21437/SPSC.2024-5},

year  = {2024},

date = {2024-01-01},

booktitle = {Symposium on Security and Privacy in Speech Communication (SPSC)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Sun2024ExploitingInternal,

title = {Exploiting Internal Randomness for Privacy in Vertical Federated Learning},

author = {Yulian Sun and Li Duan and Ricardo Mendes and Derui Zhu and Yue Xia and Yong Li and Asja Fischer},

url = {https://doi.org/10.1007/978-3-031-70890-9_20},

year  = {2024},

date = {2024-01-01},

booktitle = {European Symposium on Research in Computer Security (ESORICS)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Velychko2024Learningsparse,

title = {Learning sparse codes with entropy-based ELBOs},

author = {Dmytro Velychko and Simon Damm and Asja Fischer and Jörg Lücke},

url = {https://proceedings.mlr.press/v238/velychko24a.html},

year  = {2024},

date = {2024-01-01},

booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Adilova2023Layer-wiseLinear,

title = {Layer-wise Linear Mode Connectivity},

author = {Linara Adilova and Maksym Andriushchenko and Michael Kamp and Asja Fischer and Martin Jaggi},

url = {https://openreview.net/forum?id=LfmZh91tDI},

year  = {2023},

date = {2023-01-01},

booktitle = {International Conference on Learning Representations (ICLR)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Damm2023ELBOof,

title = {The ELBO of variational autoencoders converges to a sum of entropies},

author = {Simon Damm and Dennis Forster and Dmytro Velychko and Zhenwen Dai and Asja Fischer and Jörg Lücke},

url = {https://proceedings.mlr.press/v206/damm23a.html},

year  = {2023},

date = {2023-01-01},

booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Adilova2023FAMRelative,

title = {FAM: Relative Flatness Aware Minimization},

author = {Linara Adilova and Amr Abourayya and Jianning Li and Amin Dada and Henning Petzka and Jan Egger and Jens Kleesiek and Michael Kamp},

url = {https://proceedings.mlr.press/v221/adilova23a.html},

year  = {2023},

date = {2023-01-01},

booktitle = {International Conference on Machine Learning (ICML) Workshops},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Heilig2022MemoryEfficient,

title = {Memory Efficient Kernel Approximation for Non-Stationary and Indefinite Kernels},

author = {Simon Heilig and Maximilian Münch and Frank-Michael Schleif},

url = {https://doi.org/10.1109/IJCNN55064.2022.9892153},

year  = {2022},

date = {2022-01-01},

booktitle = {International Joint Conference on Neural Networks (IJCNN)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Linsner2021Approachesto,

title = {Approaches to Uncertainty Quantification in Federated Deep Learning},

author = {Florian Linsner and Linara Adilova and Sina Däubener and Michael Kamp and Asja Fischer},

url = {https://doi.org/10.1007/978-3-030-93736-2_12},

year  = {2021},

date = {2021-01-01},

booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) Workshops},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Pizarro2021RobustifyingAutomatic,

title = {Robustifying Automatic Speech Recognition by Extracting Slowly Varying Features},

author = {Matías Pizarro and Dorothea Kolossa and Asja Fischer},

url = {https://doi.org/10.21437/SPSC.2021-8},

year  = {2021},

date = {2021-01-01},

booktitle = {Symposium on Security and Privacy in Speech Communication (SPSC)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Frank2020LeveragingFrequency,

title = {Leveraging Frequency Analysis for Deep Fake Image Recognition},

author = {Joel Frank and Thorsten Eisenhofer and Lea Schönherr and Asja Fischer and Dorothea Kolossa and Thorsten Holz},

url = {https://proceedings.mlr.press/v119/frank20a.html},

year  = {2020},

date = {2020-01-01},

booktitle = {International Conference on Machine Learning (ICML)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Adilova2019IntroducingNoise,

title = {Introducing Noise in Decentralized Training of Neural Networks},

author = {Linara Adilova and Nathalie Paul and Peter Schlicht},

url = {https://doi.org/10.1007/978-3-030-14880-5_4},

year  = {2019},

date = {2019-01-01},

booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Adilova2019Information-TheoreticPerspective,

title = {Information-Theoretic Perspective of Federated Learning},

author = {Linara Adilova and Julia Rosenzweig and Michael Kamp},

url = {https://arxiv.org/abs/1911.07652},

year  = {2019},

date = {2019-01-01},

booktitle = {Advances in Neural Information Processing Systems (NeurIPS) Workshops},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Kamp2018EfficientDecentralized,

title = {Efficient Decentralized Deep Learning by Dynamic Model Averaging},

author = {Michael Kamp and Linara Adilova and Joachim Sicking and Fabian Hüger and Peter Schlicht and Tim Wirtz and Stefan Wrobel},

url = {https://doi.org/10.1007/978-3-030-10925-7_24},

year  = {2018},

date = {2018-01-01},

booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) Workshops},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Nguyen2018DesigningVisualisation,

title = {Designing Visualisation Enhancements for SIEM Systems},

author = {Phong H. Nguyen and Siming Chen and Natalia Andrienko and Michael Kamp and Linara Adilova and Gennady Andrienko and Olivier Thonnard and Alysson Bessani and Cagatay Turkay},

url = {https://vizsec.org/files/2018/Nguyen_Poster_Designing%20Visualisation%20Enhancements.pdf},

year  = {2018},

date = {2018-01-01},

booktitle = {IEEE Symposium on Visualization for Cyber Security (VizSec)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Adilova2017MakingEfficient,

title = {Making Efficient Use of a Domain Expert's Time in Relation Extraction},

author = {Linara Adilova and Sven Giesselbach and Stefan Rüping},

url = {https://arxiv.org/abs/1807.04687},

year  = {2017},

date = {2017-01-01},

booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}