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123 Publications
2024 | Conference Paper | LibreCat-ID: 58224
@inproceedings{Kenneweg_Kenneweg_Fumagalli_Hammer_2024, title={No learning rates needed: Introducing SALSA - Stable Armijo Line Search Adaptation}, DOI={10.1109/IJCNN60899.2024.10650124}, booktitle={2024 International Joint Conference on Neural Networks (IJCNN)}, author={Kenneweg, Philip and Kenneweg, Tristan and Fumagalli, Fabian and Hammer, Barbara}, year={2024}, pages={1–8} }
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2024 | Conference Paper | LibreCat-ID: 53073
@inproceedings{Muschalik_Fumagalli_Hammer_Huellermeier_2024, title={Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles}, volume={38}, DOI={10.1609/aaai.v38i13.29352}, number={13}, booktitle={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={14388–14396} }
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| DOI
2024 | Conference Paper | LibreCat-ID: 55311
@inproceedings{Kolpaczki_Muschalik_Fumagalli_Hammer_Huellermeier_2024, series={Proceedings of Machine Learning Research}, title={SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification}, volume={238}, booktitle={Proceedings of The 27th International Conference on Artificial Intelligence and Statistics (AISTATS)}, publisher={PMLR}, author={Kolpaczki, Patrick and Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={3520–3528}, collection={Proceedings of Machine Learning Research} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 58223
@inproceedings{Fumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2024, series={Proceedings of Machine Learning Research}, title={KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions}, volume={235}, booktitle={Proceedings of the 41st International Conference on Machine Learning (ICML)}, publisher={PMLR}, author={Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara}, year={2024}, pages={14308–14342}, collection={Proceedings of Machine Learning Research} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 61228
@inproceedings{Muschalik_Baniecki_Fumagalli_Kolpaczki_Hammer_Huellermeier_2024, title={shapiq: Shapley interactions for machine learning}, volume={37}, booktitle={Advances in Neural Information Processing Systems (NeurIPS)}, author={Muschalik, Maximilian and Baniecki, Hubert and Fumagalli, Fabian and Kolpaczki, Patrick and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={130324–130357} }
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2024 | Conference Paper | LibreCat-ID: 61230
@inproceedings{Kolpaczki_Bengs_Muschalik_Hüllermeier_2024, title={Approximating the shapley value without marginal contributions}, volume={38}, number={12}, booktitle={Proceedings of the AAAI conference on Artificial Intelligence (AAAI)}, author={Kolpaczki, Patrick and Bengs, Viktor and Muschalik, Maximilian and Hüllermeier, Eyke}, year={2024}, pages={13246–13255} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 61176 | 
@inproceedings{Wang_Buschmeier_2024, place={Vienna, Austria}, title={Revisiting the phenomenon of syntactic complexity convergence on German dialogue data}, booktitle={Proceedings of the 20th Conference on Natural Language Processing (KONVENS 2024)}, author={Wang, Yu and Buschmeier, Hendrik}, year={2024}, pages={75–80} }
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2024 | Conference Paper | LibreCat-ID: 55911 |
@inproceedings{Wang_Xu_Skantze_Buschmeier_2024, place={Bangkok, Thailand}, title={How much does nonverbal communication conform to entropy rate constancy?: A case study on listener gaze in interaction}, booktitle={Findings of the Association for Computational Linguistics ACL 2024}, author={Wang, Yu and Xu, Yang and Skantze, Gabriel and Buschmeier, Hendrik}, year={2024}, pages={3533–3545} }
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2024 | Conference Abstract | LibreCat-ID: 56314
@inproceedings{Riechmann_Buschmeier_2024, place={Frankfurt am Main, Germany}, title={Automatic reconstruction of dialogue participants’ coordinating gaze behavior from multiple camera perspectives}, booktitle={Book of Abstracts of the 2nd International Multimodal Communication Symposium}, author={Riechmann, Alina Naomi and Buschmeier, Hendrik}, year={2024}, pages={38–39} }
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2024 | Conference Paper | LibreCat-ID: 58722 |
@inproceedings{Spliethöver_Menon_Wachsmuth_2024, place={Bangkok, Thailand}, title={Disentangling Dialect from Social Bias via Multitask Learning to Improve Fairness}, DOI={10.18653/v1/2024.findings-acl.553}, booktitle={Findings of the Association for Computational Linguistics: ACL 2024}, publisher={Association for Computational Linguistics}, author={Spliethöver, Maximilian and Menon, Sai Nikhil and Wachsmuth, Henning}, editor={Ku, Lun-Wei and Martins, Andre and Srikumar, Vivek}, year={2024}, pages={9294–9313} }
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2024 | Conference Paper | LibreCat-ID: 61273
@inproceedings{Paletschek_2024, title={A Paradigm to Investigate Social Signals of Understanding and Their Susceptibility to Stress}, DOI={10.1109/ACII63134.2024.00040}, booktitle={12th International Conference on Affective Computing & Intelligent Interaction}, publisher={IEEE}, author={Paletschek, Jonas}, year={2024} }
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2024 | Journal Article | LibreCat-ID: 61290
@article{Johnson_Hakobyan_Paletschek_Drimalla_2024, title={Explainable AI for Audio and Visual Affective Computing: A Scoping Review}, volume={16}, DOI={10.1109/taffc.2024.3505269}, number={2}, journal={IEEE Transactions on Affective Computing}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Johnson, David and Hakobyan, Olya and Paletschek, Jonas and Drimalla, Hanna}, year={2024}, pages={518–536} }
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2024 | Conference Paper | LibreCat-ID: 55429
@inproceedings{Battefeld_Mues_Wehner_House_Kellinghaus_Wellmer_Kopp_2024, title={Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories}, booktitle={Proceedings of the 46th Annual Conference of the Cognitive Science Society}, author={Battefeld, Dominik and Mues, Sigrid and Wehner, Tim and House, Patrick and Kellinghaus, Christoph and Wellmer, Jörg and Kopp, Stefan}, year={2024} }
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2023 | Conference Paper | LibreCat-ID: 48355 |
@inproceedings{Rautenberg_Kuhlmann_Wiechmann_Seebauer_Wagner_Haeb-Umbach_2023, title={On Feature Importance and Interpretability of Speaker Representations}, booktitle={ITG Conference on Speech Communication}, author={Rautenberg, Frederik and Kuhlmann, Michael and Wiechmann, Jana and Seebauer, Fritz and Wagner, Petra and Haeb-Umbach, Reinhold}, year={2023} }
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2023 | Conference Paper | LibreCat-ID: 48410 |
@inproceedings{Wiechmann_Rautenberg_Wagner_Haeb-Umbach_2023, title={Explaining voice characteristics to novice voice practitioners-How successful is it?}, booktitle={20th International Congress of the Phonetic Sciences (ICPhS) }, author={Wiechmann, Jana and Rautenberg, Frederik and Wagner, Petra and Haeb-Umbach, Reinhold}, year={2023} }
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2023 | Conference Paper | LibreCat-ID: 48595
@inproceedings{Peters_Visser_2023, place={Cham}, title={The Importance of Distrust in AI}, DOI={10.1007/978-3-031-44070-0_15}, booktitle={Communications in Computer and Information Science}, publisher={Springer Nature Switzerland}, author={Peters, Tobias Martin and Visser, Roel W.}, year={2023} }
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2023 | Journal Article | LibreCat-ID: 48777
@article{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={Incremental permutation feature importance (iPFI): towards online explanations on data streams}, DOI={10.1007/s10994-023-06385-y}, journal={Machine Learning}, publisher={Springer Science and Business Media LLC}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023} }
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2023 | Conference Paper | LibreCat-ID: 44853 |
@inproceedings{Alpsancar_2023, title={What is AI Ethics? Ethics as means of self-regulation and the need for critical reflection }, volume={1}, number={1}, booktitle={International Conference on Computer Ethics 2023}, author={Alpsancar, Suzana}, year={2023}, pages={1--17} }
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2023 | Journal Article | LibreCat-ID: 51345
@article{Schulz_2023, title={A new algorithmic imaginary}, volume={45}, DOI={10.1177/01634437221136014}, number={3}, journal={Media, Culture & Society}, publisher={SAGE Publications}, author={Schulz, Christian}, year={2023}, pages={646–655} }
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2023 | Preprint | LibreCat-ID: 51372
@article{Johnson_Hakobyan_Drimalla_2023, title={Towards Interpretability in Audio and Visual Affective Machine Learning: A Review}, author={Johnson, David and Hakobyan, Olya and Drimalla, Hanna}, year={2023} }
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