Publications on Google Scholar
Publications on Semantic Scholar
2021
Journal Articles
Max Losch; Mario Fritz; Bernt Schiele
Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep Representations Journal Article
In: International Journal of Computer Vision (IJCV), 2021.
@article{losch21ijcv,
title = {Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep Representations},
author = {Max Losch and Mario Fritz and Bernt Schiele},
url = {https://link.springer.com/content/pdf/10.1007/s11263-021-01498-0.pdf},
year = {2021},
date = {2021-09-14},
journal = {International Journal of Computer Vision (IJCV)},
keywords = {2021},
pubstate = {published},
tppubtype = {article}
}
Marie Oestreich; Dingfan Chen; Joachim L. Schultze; Mario Fritz; Matthias Becker
Privacy considerations for sharing genomics data Journal Article
In: EXCLI Journal, 2021.
@article{oestreich21excli,
title = {Privacy considerations for sharing genomics data},
author = {Marie Oestreich and Dingfan Chen and Joachim L. Schultze and Mario Fritz and Matthias Becker},
url = {https://www.excli.de/index.php/excli/article/view/4002
https://www.excli.de/index.php/excli/article/view/4002/3892},
year = {2021},
date = {2021-07-16},
journal = {EXCLI Journal},
keywords = {2021},
pubstate = {published},
tppubtype = {article}
}
Proceedings Articles
Ning Yu; Vladislav Skripniuk; Sahar Abdelnabi; Mario Fritz
Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training Data Proceedings Article
In: International Conference on Computer Vision (ICCV), 2021.
@inproceedings{ning21iccv1,
title = {Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training Data},
author = {Ning Yu and Vladislav Skripniuk and Sahar Abdelnabi and Mario Fritz},
url = {preliminary version:
https://arxiv.org/abs/2007.08457
https://arxiv.org/pdf/2007.08457.pdf},
year = {2021},
date = {2021-10-12},
booktitle = {International Conference on Computer Vision (ICCV)},
keywords = {2021},
pubstate = {published},
tppubtype = {inproceedings}
}
Ning Yu; Guilin Liu; Aysegul Dundar; Andrew Tao; Bryan Catanzaro; Larry Davis; Mario Fritz
Dual Contrastive Loss and Attention for GANs Proceedings Article
In: International Conference on Computer Vision (ICCV), 2021.
@inproceedings{ning21iccv2,
title = {Dual Contrastive Loss and Attention for GANs},
author = {Ning Yu and Guilin Liu and Aysegul Dundar and Andrew Tao and Bryan Catanzaro and Larry Davis and Mario Fritz },
url = {preliminary version:
https://arxiv.org/abs/2103.16748
https://arxiv.org/pdf/2103.16748.pdf},
year = {2021},
date = {2021-10-11},
booktitle = {International Conference on Computer Vision (ICCV)},
keywords = {2021},
pubstate = {published},
tppubtype = {inproceedings}
}
Yang He; Ning Yu; Margret Keuper; Mario Fritz
Beyond the Spectrum: Detecting Deepfakes via Re-Synthesis Proceedings Article
In: 30th International Joint Conference on Artificial Intelligence (IJCAI), 2021.
@inproceedings{he21ijcai,
title = {Beyond the Spectrum: Detecting Deepfakes via Re-Synthesis},
author = {Yang He and Ning Yu and Margret Keuper and Mario Fritz},
url = {https://cispa.saarland/group/fritz/wp-content/blogs.dir/13/files/2021/05/ijcai21.pdf},
year = {2021},
date = {2021-08-21},
booktitle = {30th International Joint Conference on Artificial Intelligence (IJCAI)},
keywords = {2021},
pubstate = {published},
tppubtype = {inproceedings}
}
Moritz Bohle, Mario Fritz, Bernt Schiele
Convolutional Dynamic Alignment Networks for Interpretable Classifications Proceedings Article
In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
@inproceedings{moritz21cvpr,
title = {Convolutional Dynamic Alignment Networks for Interpretable Classifications},
author = {Moritz Bohle, Mario Fritz, Bernt Schiele},
url = {https://openaccess.thecvf.com/content/CVPR2021/papers/Bohle_Convolutional_Dynamic_Alignment_Networks_for_Interpretable_Classifications_CVPR_2021_paper.pdf},
year = {2021},
date = {2021-06-22},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {2021},
pubstate = {published},
tppubtype = {inproceedings}
}
Apratim Bhattacharyya; Daniel Olmeda Reino; Mario Fritz; Bernt Schiele
Euro-PVI: Pedestrian Vehicle Interactions in Dense Urban Centers Proceedings Article
In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
@inproceedings{apratim21cvpr,
title = {Euro-PVI: Pedestrian Vehicle Interactions in Dense Urban Centers},
author = {Apratim Bhattacharyya and Daniel Olmeda Reino and Mario Fritz and Bernt Schiele},
url = {https://openaccess.thecvf.com/content/CVPR2021/papers/Bhattacharyya_Euro-PVI_Pedestrian_Vehicle_Interactions_in_Dense_Urban_Centers_CVPR_2021_paper.pdf
https://www.mpi-inf.mpg.de/departments/computer-vision-and-machine-learning/research/euro-pvi-dataset},
year = {2021},
date = {2021-06-21},
urldate = {2021-06-21},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {2021},
pubstate = {published},
tppubtype = {inproceedings}
}
Hui-Po Wang; Ning Yu; Mario Fritz
Hijack-GAN: Unintended-Use of Pretrained, Black-Box GANs Proceedings Article
In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
@inproceedings{wang21cvpr,
title = {Hijack-GAN: Unintended-Use of Pretrained, Black-Box GANs},
author = {Hui-Po Wang and Ning Yu and Mario Fritz},
url = {https://arxiv.org/abs/2011.14107
https://arxiv.org/pdf/2011.14107.pdf},
year = {2021},
date = {2021-06-19},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {2021},
pubstate = {published},
tppubtype = {inproceedings}
}
Sahar Abdelnabi; Mario Fritz
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data Hiding Proceedings Article
In: IEEE Symposium on Security and Privacy (S&P), 2021.
@inproceedings{abdelnabi21oakland,
title = {Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data Hiding},
author = {Sahar Abdelnabi and Mario Fritz},
url = {https://arxiv.org/abs/2009.03015
https://arxiv.org/pdf/2009.03015.pdf
https://github.com/S-Abdelnabi/awt
short video: https://www.youtube.com/watch?v=_Wc2OLVfD7Q
long video: https://www.youtube.com/watch?v=3wvgds9bYg4},
year = {2021},
date = {2021-05-21},
booktitle = {IEEE Symposium on Security and Privacy (S&P)},
keywords = {2021},
pubstate = {published},
tppubtype = {inproceedings}
}
Qiuhong Ke; Mario Fritz; Bernt Schiele
Future Moment Assessment for Action Query Proceedings Article
In: IEEE Winter Conference on Applications of Computer Vision (WACV ’20), 2021.
@inproceedings{wacv21ke,
title = {Future Moment Assessment for Action Query},
author = {Qiuhong Ke and Mario Fritz and Bernt Schiele},
url = {https://openaccess.thecvf.com/content/WACV2021/html/Ke_Future_Moment_Assessment_for_Action_Query_WACV_2021_paper.html
https://openaccess.thecvf.com/content/WACV2021/papers/Ke_Future_Moment_Assessment_for_Action_Query_WACV_2021_paper.pdf},
year = {2021},
date = {2021-01-05},
booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV ’20)},
keywords = {2021},
pubstate = {published},
tppubtype = {inproceedings}
}
Technical Reports
Tobias Lorenz; Marta Kwiatkowska; Mario Fritz
Backdoor Attacks on Network Certification via Data Poisoning Technical Report
arXiv:2108.11299, 2021.
@techreport{lorenz21arxiv,
title = {Backdoor Attacks on Network Certification via Data Poisoning},
author = {Tobias Lorenz and Marta Kwiatkowska and Mario Fritz},
url = {https://arxiv.org/abs/2108.11299
https://arxiv.org/pdf/2108.11299.pdf},
year = {2021},
date = {2021-08-25},
type = {arXiv:2108.11299},
keywords = {2021},
pubstate = {published},
tppubtype = {techreport}
}
Yugeng Liu; Rui Wen; Xinlei He; Ahmed Salem; Zhikun Zhang; Michael Backes; Emiliano De Cristofaro; Mario Fritz; Yang Zhang
ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models Technical Report
arXiv:2102.02551, 2021.
@techreport{liu21arxiv,
title = {ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models},
author = {Yugeng Liu and Rui Wen and Xinlei He and Ahmed Salem and Zhikun Zhang and Michael Backes and Emiliano De Cristofaro and Mario Fritz and Yang Zhang},
url = {https://arxiv.org/abs/2102.02551
https://arxiv.org/pdf/2102.02551.pdf},
year = {2021},
date = {2021-02-09},
type = {arXiv:2102.02551},
keywords = {2021},
pubstate = {published},
tppubtype = {techreport}
}
Workshops
Sahar Abdelnabi; Mario Fritz
"What's in the box?!": Deflecting Adversarial Attacks by Randomly Deploying Adversarially-Disjoint Models Workshop
Moving Target Defense Workshop in conjuncture with CCS, 2021.
@workshop{abdelnabi21ccsw,
title = {"What's in the box?!": Deflecting Adversarial Attacks by Randomly Deploying Adversarially-Disjoint Models},
author = {Sahar Abdelnabi and Mario Fritz},
url = {https://arxiv.org/abs/2102.05104
https://arxiv.org/pdf/2102.05104.pdf},
year = {2021},
date = {2021-11-15},
booktitle = {Moving Target Defense Workshop in conjuncture with CCS},
keywords = {2021},
pubstate = {published},
tppubtype = {workshop}
}
Hossein Hajipour; Apratim Bhattacharyya; Cristian-Alexandru Staicu; Mario Fritz
SampleFix: Learning to Generate Functionally Diverse Fixes Workshop
1st International Workshop on Machine Learning in Software Engineering in conjuncture with ECML PKDD, Springer, 2021.
@workshop{hajipour20pkddw,
title = {SampleFix: Learning to Generate Functionally Diverse Fixes},
author = {Hossein Hajipour and Apratim Bhattacharyya and Cristian-Alexandru Staicu and Mario Fritz},
url = {https://arxiv.org/abs/1906.10502
https://arxiv.org/pdf/1906.10502.pdf},
year = {2021},
date = {2021-09-17},
booktitle = {1st International Workshop on Machine Learning in Software Engineering in conjuncture with ECML PKDD},
publisher = {Springer},
keywords = {2021},
pubstate = {published},
tppubtype = {workshop}
}
Hossein Hajipour; Mateusz Malinowski; Mario Fritz
IReEn: Iterative Reverse-Engineering of Black-Box Functions via Neural Program Synthesis Workshop
1st International Workshop on Machine Learning in Software Engineering in conjuncture with ECML PKDD, Springer, 2021.
@workshop{hajipour21pkddw,
title = {IReEn: Iterative Reverse-Engineering of Black-Box Functions via Neural Program Synthesis},
author = {Hossein Hajipour and Mateusz Malinowski and Mario Fritz},
url = {https://arxiv.org/abs/2006.10720
https://arxiv.org/pdf/2006.10720.pdf},
year = {2021},
date = {2021-09-17},
booktitle = {1st International Workshop on Machine Learning in Software Engineering in conjuncture with ECML PKDD},
publisher = {Springer},
keywords = {2021},
pubstate = {published},
tppubtype = {workshop}
}
Hui-Po Wang; Tribhuvanesh Orekondy; Mario Fritz
InfoScrub: Towards Attribute Privacy by Targeted Obfuscation Workshop
CVPR Workshop on Fair, Data-Efficient, and Trusted Computer Vision (TCV), 2021.
@workshop{wang21cvprs,
title = {InfoScrub: Towards Attribute Privacy by Targeted Obfuscation},
author = {Hui-Po Wang and Tribhuvanesh Orekondy and Mario Fritz},
url = {https://arxiv.org/abs/2005.10329
https://arxiv.org/pdf/2005.10329.pdf},
year = {2021},
date = {2021-06-21},
booktitle = {CVPR Workshop on Fair, Data-Efficient, and Trusted Computer Vision (TCV)},
keywords = {2021},
pubstate = {published},
tppubtype = {workshop}
}
Lucjan Hanzlik; Yang Zhang; Kathrin Grosse; Ahmed Salem; Max Augustin; Michael Backes; Mario Fritz
MLCapsule: Guarded Offline Deployment of Machine Learning as a Service Workshop
CVPR Workshop on Fair, Data-Efficient, and Trusted Computer Vision (TCV), 2021.
@workshop{hanzlik21cvprw,
title = {MLCapsule: Guarded Offline Deployment of Machine Learning as a Service},
author = {Lucjan Hanzlik and Yang Zhang and Kathrin Grosse and Ahmed Salem and Max Augustin and Michael Backes and Mario Fritz},
url = {https://cispa.saarland/group/fritz/wp-content/blogs.dir/13/files/2021/06/mlcapsul_TCV_CR-4.pdf},
year = {2021},
date = {2021-06-20},
booktitle = {CVPR Workshop on Fair, Data-Efficient, and Trusted Computer Vision (TCV)},
keywords = {2021},
pubstate = {published},
tppubtype = {workshop}
}