Veröffentlichungen "Speith, Timo"

2024

Deck, Luca ; Schomäcker, Astrid ; Speith, Timo ; Schöffer, Jakob ; Kästner, Lena ; Kühl, Niklas:
Mapping the Potential of Explainable Artificial Intelligence (XAI) for Fairness Along the AI Lifecycle.
2024
Veranstaltung: Third European Workshop on Algorithmic Fairness (EWAF'24) , July 1-3, 2024 , Mainz, Germany.
(Veranstaltungsbeitrag: Kongress/Konferenz/Symposium/Tagung , Vortrag )
DOI: https://doi.org/10.48550/arXiv.2404.18736

Speith, Timo ; Crook, Barnaby ; Mann, Sara ; Schomäcker, Astrid ; Langer, Markus:
Conceptualizing understanding in explainable artificial intelligence (XAI) : an abilities-based approach.
In: Ethics and Information Technology. Bd. 26 (2024) Heft 2 . - 40.
ISSN 1572-8439
DOI: https://doi.org/10.1007/s10676-024-09769-3

Longo, Luca ; Brčić, Mario ; Cabitza, Federico ; Choi, Jaesik ; Confalonieri, Roberto ; Del Ser, Javier ; Guidotti, Riccardo ; Hayashi, Yoichi ; Herrera, Francisco ; Holzinger, Andreas ; Jiang, Richard ; Khosravi, Hassan ; Lecue, Freddy ; Malgieri, Gianclaudio ; Páez, Andrés ; Samek, Wojciech ; Schneider, Johannes ; Speith, Timo ; Stumpf, Simone:
Explainable Artificial Intelligence (XAI) 2.0 : A Manifesto of Open Challenges and Interdisciplinary Research Directions.
In: Information Fusion. Bd. 106 (2024) . - 102301.
ISSN 1566-2535
DOI: https://doi.org/10.1016/j.inffus.2024.102301

2023

Speith, Timo:
Building Bridges for Better Machines: From Machine Ethics to Machine Explainability and Back.
Saarbrücken : Saarländische Universitäts-und Landesbibliothek , 2023
( Dissertation, 2023, Saarland University)
DOI: https://doi.org/10.22028/D291-40450

Speith, Timo ; Langer, Markus:
A New Perspective on Evaluation Methods for Explainable Artificial Intelligence (XAI).
In: Schneider, Kurt ; Dalpiaz, Fabiano ; Horkoff, Jennifer (Hrsg.): 2023 IEEE 31st International Requirements Engineering Conference Workshops (REW). - Piscataway, NJ, USA : IEEE , 2023 . - S. 325-331
ISBN 979-8-3503-2691-8
DOI: https://doi.org/10.1109/REW57809.2023.00061

Crook, Barnaby ; Schlüter, Maximilian ; Speith, Timo:
Revisiting the Performance-Explainability Trade-Off in Explainable Artificial Intelligence (XAI).
In: Schneider, Kurt ; Dalpiaz, Fabiano ; Horkoff, Jennifer (Hrsg.): 2023 IEEE 31st International Requirements Engineering Conference Workshops (REW). - Piscataway, NJ : IEEE , 2023 . - S. 316-324
ISBN 979-8-3503-2691-8
DOI: https://doi.org/10.1109/REW57809.2023.00060

Mann, Sara ; Crook, Barnaby ; Kästner, Lena ; Schomäcker, Astrid ; Speith, Timo:
Sources of Opacity in Computer Systems : Towards a Comprehensive Taxonomy.
In: Schneider, Kurt ; Dalpiaz, Fabiano ; Horkoff, Jennifer (Hrsg.): 2023 IEEE 31st International Requirements Engineering Conference Workshops (REW). - Piscataway, NJ, USA : IEEE , 2023 . - S. 337-342
ISBN 979-8-3503-2691-8
DOI: https://doi.org/10.1109/REW57809.2023.00063

Droste, Jakob ; Klös, Verena ; Sadeghi, Mersedeh ; Schwammberger, Maike ; Speith, Timo:
Welcome to the Third International Workshop on Requirements Engineering for Explainable Systems (RE4ES).
In: Schneider, Kurt ; Dalpiaz, Fabiano ; Horkoff, Jennifer (Hrsg.): 2023 IEEE 31st International Requirements Engineering Conference Workshops (REW). - Piscataway, NJ, USA : IEEE , 2023 . - S. 307-308
ISBN 979-8-3503-2691-8
DOI: https://doi.org/10.1109/REW57809.2023.00058

2022

Chazette, Larissa ; Brunotte, Wasja ; Speith, Timo:
Explainable Software Systems : From Requirements Analysis to System Evaluation.
In: Requirements Engineering. Bd. 27 (14 November 2022) Heft 4 . - S. 457-487.
ISSN 1432-010X
DOI: https://doi.org/10.1007/s00766-022-00393-5

Speith, Timo:
How to Evaluate Explainability? : A Case for Three Criteria.
In: Knauss, Eric ; Mussbacher, Gunter ; Arora, Chetan ; Bano, Muneera ; Schneider, Jean-Guy (Hrsg.): 2022 IEEE 30th International Requirements Engineering Conference Workshops (REW). - Piscataway, NJ, USA : IEEE , 2022 . - S. 92-97
ISBN 978-1-6654-6000-2
DOI: https://doi.org/10.1109/REW56159.2022.00024

Speith, Timo:
A Review of Taxonomies of Explainable Artificial Intelligence (XAI) Methods.
In: Isbell, Charles ; Lazar, Seth ; Oh, Alice ; Xiang, Alice (Hrsg.): 2022 5th ACM Conference on Fairness, Accountability, and Transparency. - New York, NY, USA : Association for Computing Machinery , 2022 . - S. 2239-2250
ISBN 978-1-4503-9352-2
DOI: https://doi.org/10.1145/3531146.3534639

Baum, Kevin ; Mantel, Susanne ; Schmidt, Eva ; Speith, Timo:
From Responsibility to Reason-Giving Explainable Artificial Intelligence.
In: Philosophy & Technology. Bd. 35 (März 2022) Heft 1 . - 12.
ISSN 2210-5441
DOI: https://doi.org/10.1007/s13347-022-00510-w

Brunotte, Wasja ; Chazette, Larissa ; Klös, Verena ; Speith, Timo:
Quo Vadis, Explainability? : A Research Roadmap for Explainability Engineering.
In: Gervasi, Vincenzo ; Vogelsang, Andreas (Hrsg.): Requirements Engineering : Foundation for Software Quality. - Cham, Switzerland : Springer International Publishing , 2022 . - S. 26-32 . - (Lecture Notes in Computer Science ; 13216 )
ISBN 978-3-030-98463-2
DOI: https://doi.org/10.1007/978-3-030-98464-9_3

2021

Langer, Markus ; Baum, Kevin ; Hartmann, Kathrin ; Hessel, Stefan ; Speith, Timo ; Wahl, Jonas:
Explainability Auditing for Intelligent Systems : A Rationale for Multi-Disciplinary Perspectives.
In: Yue, Tao ; Mirakhorli, Mehdi (Hrsg.): 2021 IEEE 29th International Requirements Engineering Conference Workshops (REW). - Piscataway, NJ, USA : IEEE , 2021 . - S. 164-168
ISBN 978-1-6654-1898-0
DOI: https://doi.org/10.1109/REW53955.2021.00030

Chazette, Larissa ; Brunotte, Wasja ; Speith, Timo:
Exploring Explainability : A Definition, a Model, and a Knowledge Catalogue.
In: Moreira, Ana ; Schneider, Kurt ; Vierhauser, Michael ; Cleland-Huang, Jane (Hrsg.): 2021 IEEE 29th International Requirements Engineering Conference (RE). - Piscataway, NJ, USA : IEEE , 2021 . - S. 197-208
ISBN 978-1-6654-2856-9
DOI: https://doi.org/10.1109/RE51729.2021.00025

Brunotte, Wasja ; Chazette, Larissa ; Klös, Verena ; Knauss, Eric ; Speith, Timo ; Vogelsang, Andreas:
Welcome to the First International Workshop on Requirements Engineering for Explainable Systems (RE4ES).
In: Yue, Tao ; Mirakhorli, Mehdi (Hrsg.): 2021 IEEE 29th International Requirements Engineering Conference Workshops (REW). - Piscataway, NJ, USA : IEEE , 2021 . - S. 157-158
ISBN 978-1-6654-1898-0
DOI: https://doi.org/10.1109/REW53955.2021.00028

Kästner, Lena ; Langer, Markus ; Lazar, Veronika ; Schomäcker, Astrid ; Speith, Timo ; Sterz, Sarah:
On the Relation of Trust and Explainability : Why to Engineer for Trustworthiness.
In: 2021 IEEE 29th International Requirements Engineering Conference Workshops (REW). - Piscataway, NJ : IEEE , 2021 . - S. 169-175
ISBN 978-1-6654-1898-0
DOI: https://doi.org/10.1109/REW53955.2021.00031

Langer, Markus ; Oster, Daniel ; Speith, Timo ; Hermanns, Holger ; Kästner, Lena ; Schmidt, Eva ; Sesing, Andreas ; Baum, Kevin:
What do we want from Explainable Artificial Intelligence (XAI)? A stakeholder perspective on XAI and a conceptual model guiding interdisciplinary XAI research.
In: Artificial Intelligence. Bd. 296 (2021) . - 103473.
ISSN 0004-3702
DOI: https://doi.org/10.1016/j.artint.2021.103473

Langer, Markus ; Baum, Kevin ; König, Cornelius J. ; Hähne, Viviane ; Oster, Daniel ; Speith, Timo:
Spare me the details : How the type of information about automated interviews influences applicant reactions.
In: International Journal of Selection and Assessment. Bd. 29 (2021) Heft 2 . - S. 154-169.
ISSN 1468-2389
DOI: https://doi.org/10.1111/ijsa.12325

2019

Köhl, Maximilian A. ; Baum, Kevin ; Langer, Markus ; Oster, Daniel ; Speith, Timo ; Bohlender, Dimitri:
Explainability as a Non-Functional Requirement.
In: Damian, Daniela ; Perini, Anna ; Lee, Seok-Won (Hrsg.): 2019 IEEE 27th International Requirements Engineering Conference (RE). - Piscataway, NJ, USA : IEEE , 2019 . - S. 363-368
ISBN 978-1-7281-3912-8
DOI: https://doi.org/10.1109/RE.2019.00046

Baum, Kevin ; Hermanns, Holger ; Speith, Timo:
Towards a Framework Combining Machine Ethics and Machine Explainability.
In: Finkbeiner, Bernd ; Kleinberg, Samantha (Hrsg.): Proceedings 3rd Workshop on Formal Reasoning about Causation, Responsibility, and Explanations in Science and Technology. - Sydney, NSW, AU : Open Publishing Association , 2019 . - S. 34-49 . - (EPTCS ; 286 )
DOI: https://doi.org/10.4204/EPTCS.286.4

2018

Baum, Kevin ; Hermanns, Holger ; Speith, Timo:
From Machine Ethics to Machine Explainability and Back.
2018
Veranstaltung: International Symposium on Artificial Intelligence and Mathematics (ISAIM) , 3.-5. Jan. 2018 , Fort Lauderdale, FL, USA.
(Veranstaltungsbeitrag: Kongress/Konferenz/Symposium/Tagung , Paper )