publications

2022

1. ICML

   XAI for Transformers: Better Explanations through Conservative Propagation

   Ameen Ali, Thomas Schnake, Oliver Eberle, and 3 more authors

   In Proceedings of the 39th International Conference on Machine Learning 2022

   Bib

   @inproceedings{DBLP:journals/corr/abs-2202-07304,
     author = {Ali, Ameen and Schnake, Thomas and Eberle, Oliver and Montavon, Gr{\'{e}}goire and M{\"{u}}ller, Klaus{-}Robert and Wolf, Lior},
     title = {{XAI} for Transformers: Better Explanations through Conservative Propagation},
     year = {2022},
     booktitle = {Proceedings of the 39th International Conference on Machine Learning},
     location = {Baltimore, Maryland, USA},
     publisher = {JMLR.org},
     series = {ICML'22},
     pages = {},
   }

2. ACL

   Do Transformer Models Show Similar Attention Patterns to Task-Specific Human Gaze?

   Oliver Eberle, Stephanie Brandl, Jonas Pilot, and 1 more author

   In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) May 2022

   Bib

   @inproceedings{eberle-etal-2022-transformer,
     author = {Eberle, Oliver and Brandl, Stephanie and Pilot, Jonas and S{\o}gaard, Anders},
     title = {Do Transformer Models Show Similar Attention Patterns to Task-Specific Human Gaze?},
     year = {2022},
     month = may,
     booktitle = {Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
     publisher = {Association for Computational Linguistics},
     address = {Dublin, Ireland},
     pages = {4295--4309},
   }

3. PAMI

   Building and Interpreting Deep Similarity Models

   Oliver Eberle, Jochen Büttner, Florian Kräutli, and 3 more authors

   IEEE Transactions on Pattern Analysis and Machine Intelligence May 2022

   Bib

   @article{Eberle2020,
     author = {Eberle, Oliver and Büttner, Jochen and Kräutli, Florian and Müller, Klaus-Robert and Valleriani, Matteo and Montavon, Grégoire},
     title = {Building and Interpreting Deep Similarity Models},
     year = {2022},
     journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
     volume = {44},
     number = {3},
     pages = {1149--1161},
   }

4. An Ever-Expanding Humanities Knowledge Graph: The Sphaera Corpus at the Intersection of Humanities, Data Management, and Machine Learning

   Hassan El-Hajj, Maryam Zamani, Jochen Büttner, and 8 more authors

   Datenbank Spektrum May 2022

   Bib

   @article{Hajj_sphaera_2022,
     author = {El-Hajj, Hassan and Zamani, Maryam and Büttner, Jochen and Martinetz, Julius and Eberle, Oliver and Shlomi, Noga and Siebold, Anna and Montavon, Grégoire and Müller, Klaus-Robert and Kantz, Holger and Valleriani, Matteo},
     title = {An Ever-Expanding Humanities Knowledge Graph: The Sphaera Corpus at the Intersection of Humanities, Data Management, and Machine Learning},
     year = {2022},
     month = may,
     journal = {Datenbank Spektrum},
     publisher = {Springer},
   }

2021

1. PAMI

   Higher-Order Explanations of Graph Neural Networks via Relevant Walks

   Thomas Schnake, Oliver Eberle, Jonas Lederer, and 4 more authors

   IEEE Transactions on Pattern Analysis and Machine Intelligence May 2021

   Bib

   @article{schnake2020higher,
     author = {Schnake, Thomas and Eberle, Oliver and Lederer, Jonas and Nakajima, Shinichi and Sch\"utt, Kristof T and M\"uller, Klaus-Robert and Montavon, Gr\'egoire},
     title = {Higher-Order Explanations of Graph Neural Networks via Relevant Walks},
     year = {2021},
     journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
     pages = {10.1109/TPAMI.2021.3115452},
   }

2020