Oliver Eberle

Research Associate
Technische Universität Berlin
The Berlin Institute for the Foundations of Learning (BIFOLD)

Explainable AI and Deep Learning

Natural Language Processing
Computer Vision
Digital Humanities
Human Cognition

selected publications

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 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},
}

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 = {},
}

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},
}

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},
}