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Oliver Eberle
Oliver Eberle
Geverifieerd e-mailadres voor tu-berlin.de
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Higher-order explanations of graph neural networks via relevant walks
T Schnake, O Eberle, J Lederer, S Nakajima, KT Schütt, KR Müller, ...
IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (11), 7581 …, 2021
2672021
XAI for transformers: Better explanations through conservative propagation
A Ali, T Schnake, O Eberle, G Montavon, KR Müller, L Wolf
ICML 2022, 435-451, 2022
1052022
Building and interpreting deep similarity models
O Eberle, J Büttner, F Kräutli, KR Müller, M Valleriani, G Montavon
IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (3), 1149-1161, 2020
762020
XAI for graphs: explaining graph neural network predictions by identifying relevant walks
T Schnake, O Eberle, J Lederer, S Nakajima, KT Schütt, KR Müller, ...
arXiv:2006.03589, 2020
522020
Do transformer models show similar attention patterns to task-specific human gaze?
O Eberle, S Brandl, J Pilot, A Søgaard
ACL 2022 (Volume 1: Long Papers), 2022
372022
An Ever-Expanding Humanities Knowledge Graph: The Sphaera Corpus at the Intersection of Humanities, Data Management, and Machine Learning
H El-Hajj, M Zamani, J Büttner, J Martinetz, O Eberle, N Shlomi, A Siebold, ...
Datenbank-Spektrum 22 (2), 153-162, 2022
112022
Explainability and transparency in the realm of digital humanities: toward a historian XAI
H El-Hajj*, O Eberle*, A Merklein, A Siebold, N Shlomi, J Büttner, ...
International Journal of Digital Humanities 5 (2), 299-331, 2023
82023
Rather a Nurse than a Physician--Contrastive Explanations under Investigation
O Eberle, I Chalkidis, L Cabello, S Brandl
EMNLP 2023, 6907-6920, 2023
72023
MambaLRP: Explaining Selective State Space Sequence Models
FR Jafari, G Montavon, KR Müller, O Eberle
NeurIPS 2024, 2024
32024
Explainable structured machine learning: insights into similarity, graph and transformer models
O Eberle
Dissertation, Berlin, Technische Universität Berlin, 2022, 2022
3*2022
Historical insights at scale: A corpus-wide machine learning analysis of early modern astronomic tables
O Eberle, J Büttner, H el-Hajj, G Montavon, KR Müller, M Valleriani
Science Advances 10 (43), eadj1719, 2024
2*2024
xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology
J Hense, MJ Idaji, O Eberle, T Schnake, J Dippel, L Ciernik, O Buchstab, ...
NeurIPS 2024, 2024
22024
Explaining Text Similarity in Transformer Models
A Vasileiou, O Eberle
NAACL 2024 (Volume 1: Long Papers), 7859–7873, 2024
22024
Comparing zero-shot self-explanations with human rationales in multilingual text classification
S Brandl, O Eberle
arXiv preprint arXiv:2410.03296, 2024
2024
Evaluating Webcam-based Gaze Data as an Alternative for Human Rationale Annotations
S Brandl, O Eberle, T Ribeiro, A Søgaard, N Hollenstein
LREC-COLING 2024, 2024
2024
Rather a nurse than a physician-Contrastive explanations under investigation
I Chalkidis, O Eberle, L Cabello, S Brandl
Northern Lights Deep Learning Conference Abstracts 2024, 2024
2024
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