Oliver Eberle

According to our database, Oliver Eberle authored at least 10 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Evaluating Webcam-based Gaze Data as an Alternative for Human Rationale Annotations.

Stephanie Brandl, Oliver Eberle, Tiago Ribeiro, Anders Søgaard, Nora Hollenstein

CoRR, 2024

2023

Insightful analysis of historical sources at scales beyond human capabilities using unsupervised Machine Learning and XAI.

Oliver Eberle, Jochen Büttner, Hassan El-Hajj, Grégoire Montavon, Klaus-Robert Müller, Matteo Valleriani

CoRR, 2023

Rather a Nurse than a Physician - Contrastive Explanations under Investigation.

Oliver Eberle, Ilias Chalkidis, Laura Cabello, Stephanie Brandl

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

2022

Explainable structured machine learning: insights into similarity, graph and transformer models.

Oliver Eberle

PhD thesis, 2022

Higher-Order Explanations of Graph Neural Networks via Relevant Walks.

Thomas Schnake, Oliver Eberle, Jonas Lederer, Shinichi Nakajima, Kristof T. Schütt, Klaus-Robert Müller, Grégoire Montavon

IEEE Trans. Pattern Anal. Mach. Intell., 2022

Building and Interpreting Deep Similarity Models.

Oliver Eberle, Jochen Büttner, Florian Kräutli, Klaus-Robert Müller, Matteo Valleriani, Grégoire Montavon

IEEE Trans. Pattern Anal. Mach. Intell., 2022

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, Julius Martinetz, Oliver Eberle, Noga Shlomi, Anna Siebold, Grégoire Montavon, Klaus-Robert Müller, Holger Kantz, Matteo Valleriani

Datenbank-Spektrum, 2022

XAI for Transformers: Better Explanations through Conservative Propagation.

Ameen Ali, Thomas Schnake, Oliver Eberle, Grégoire Montavon, Klaus-Robert Müller, Lior Wolf

Proceedings of the International Conference on Machine Learning, 2022

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

Oliver Eberle, Stephanie Brandl, Jonas Pilot, Anders Søgaard

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

2020

XAI for Graphs: Explaining Graph Neural Network Predictions by Identifying Relevant Walks.

Thomas Schnake, Oliver Eberle, Jonas Lederer, Shinichi Nakajima, Kristof T. Schütt, Klaus-Robert Müller, Grégoire Montavon

CoRR, 2020