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Veröffentlichungsdatum
Anzahl der Publikationen: 10
2024
Lienen, Julian 
ORCID: https://orcid.org/0000-0003-2162-8107 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Februar 2024):
Mitigating Label Noise through Data Ambiguation.
AAAI Conference on Artificial Intelligence 2024, Vancouver, Canada, 20-27 February 2024.
Proceedings of the AAAI Conference on Artificial Intelligence.
Bd. 38, Nr. 12
S. 13799-13807
[Video (MP4), 775MB]
ORCID: https://orcid.org/0000-0003-2162-8107 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Februar 2024):
Mitigating Label Noise through Data Ambiguation.
AAAI Conference on Artificial Intelligence 2024, Vancouver, Canada, 20-27 February 2024.
Proceedings of the AAAI Conference on Artificial Intelligence.
Bd. 38, Nr. 12
S. 13799-13807
[Video (MP4), 775MB]
2023
Lienen, Julian ORCID: https://orcid.org/0000-0003-2162-8107; Demir, Caglar und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(September 2023):
Conformal Credal Self-Supervised Learning.
Twelfth Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2023), Limassol, Cyprus, September 13-15, 2023.
Papadopoulos, Harris; Nguyen, Khuong An; Boström, Henrik und Carlsson, Lars (Hrsg.):
Bd. 204
PMLR. S. 214-233
[PDF, 539kB]
ORCID: https://orcid.org/0000-0003-2162-8107; Demir, Caglar und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(September 2023):
Conformal Credal Self-Supervised Learning.
Twelfth Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2023), Limassol, Cyprus, September 13-15, 2023.
Papadopoulos, Harris; Nguyen, Khuong An; Boström, Henrik und Carlsson, Lars (Hrsg.):
Bd. 204
PMLR. S. 214-233
[PDF, 539kB]
Nguyen, Duc Anh; Levie, Ron; Lienen, Julian ORCID: https://orcid.org/0000-0003-2162-8107; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Kutyniok, Gitta
(Mai 2023):
Memorization-Dilation: Modeling Neural Collapse Under Noise.
The Eleventh International Conference on Learning Representations, Kigali, Rwanda, 1-5 May, 2023.
[PDF, 510kB]
ORCID: https://orcid.org/0000-0003-2162-8107; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Kutyniok, Gitta
(Mai 2023):
Memorization-Dilation: Modeling Neural Collapse Under Noise.
The Eleventh International Conference on Learning Representations, Kigali, Rwanda, 1-5 May, 2023.
[PDF, 510kB]
2022
Campagner, Andrea ORCID: https://orcid.org/0000-0002-0027-5157; Lienen, Julian ORCID: https://orcid.org/0000-0003-2162-8107; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Ciucci, Davide ORCID: https://orcid.org/0000-0002-8083-7809
(2022):
Scikit-Weak: A Python Library for Weakly Supervised Machine Learning.
International Joint Conference on Rough Sets, Suzhou, China, 11-14 November 2022.
In: Rough Sets,
Bd. 13633
Cham: Springer. S. 57-70
ORCID: https://orcid.org/0000-0002-0027-5157; Lienen, Julian ORCID: https://orcid.org/0000-0003-2162-8107; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Ciucci, Davide ORCID: https://orcid.org/0000-0002-8083-7809
(2022):
Scikit-Weak: A Python Library for Weakly Supervised Machine Learning.
International Joint Conference on Rough Sets, Suzhou, China, 11-14 November 2022.
In: Rough Sets,
Bd. 13633
Cham: Springer. S. 57-70
2021
Lienen, Julian ORCID: https://orcid.org/0000-0003-2162-8107 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Dezember 2021):
Credal Self-Supervised Learning.
35th Conference on Neural Information Processing Systems (NeurIPS 2021), Virtual, December 7, 2021.
Ranzato, M.; Beygelzimer, A.; Dauphin, Y.; Liang, P.S. und Vaughan, J. Wortman (Hrsg.):
Advances in Neural Information Processing Systems.
Bd. 34
Curran Associates, Inc.. S. 14370-14382
[PDF, 405kB]
ORCID: https://orcid.org/0000-0003-2162-8107 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Dezember 2021):
Credal Self-Supervised Learning.
35th Conference on Neural Information Processing Systems (NeurIPS 2021), Virtual, December 7, 2021.
Ranzato, M.; Beygelzimer, A.; Dauphin, Y.; Liang, P.S. und Vaughan, J. Wortman (Hrsg.):
Advances in Neural Information Processing Systems.
Bd. 34
Curran Associates, Inc.. S. 14370-14382
[PDF, 405kB]
Lienen, Julian ORCID: https://orcid.org/0000-0003-2162-8107; Nommensen, Nils; Ewerth, Ralph und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(17. November 2021):
Robust Regression for Monocular Depth Estimation.
Asian Conference on Machine Learning, Virtual, November 17 - 19, 2021.
Balasubramanian, Vineeth N. und Tsang, Ivor (Hrsg.):
In: Proceedings of The 13th Asian Conference on Machine Learning,
Bd. 157
PMLR. S. 1001-1016
[PDF, 451kB]
ORCID: https://orcid.org/0000-0003-2162-8107; Nommensen, Nils; Ewerth, Ralph und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(17. November 2021):
Robust Regression for Monocular Depth Estimation.
Asian Conference on Machine Learning, Virtual, November 17 - 19, 2021.
Balasubramanian, Vineeth N. und Tsang, Ivor (Hrsg.):
In: Proceedings of The 13th Asian Conference on Machine Learning,
Bd. 157
PMLR. S. 1001-1016
[PDF, 451kB]
Lienen, Julian ORCID: https://orcid.org/0000-0003-2162-8107 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Juli 2021):
Instance weighting through data imprecisiation.
In: International Journal of Approximate Reasoning, Bd. 134: S. 1-14
ORCID: https://orcid.org/0000-0003-2162-8107 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Juli 2021):
Instance weighting through data imprecisiation.
In: International Journal of Approximate Reasoning, Bd. 134: S. 1-14
Lienen, Julian; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Ewerth, Ralph und Nommensen, Nils
(Juni 2021):
Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce Model.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, TN, USA, 20-25 June 2021.
In: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),
Piscataway, NJ: IEEE. S. 14590-14599
ORCID: https://orcid.org/0000-0002-9944-4108; Ewerth, Ralph und Nommensen, Nils
(Juni 2021):
Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce Model.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, TN, USA, 20-25 June 2021.
In: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),
Piscataway, NJ: IEEE. S. 14590-14599
Lienen, Julian und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Februar 2021):
From Label Smoothing to Label Relaxation.
Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21), Virtual, February 2–9, 2021.
Proceedings of the AAAI Conference on Artificial Intelligence.
Bd. 35, Nr. 10
S. 8583-8591
ORCID: https://orcid.org/0000-0002-9944-4108
(Februar 2021):
From Label Smoothing to Label Relaxation.
Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21), Virtual, February 2–9, 2021.
Proceedings of the AAAI Conference on Artificial Intelligence.
Bd. 35, Nr. 10
S. 8583-8591
Lienen, Julian und Hüllermeier, Eyke
(2021):
Instance weighting through data imprecisiation.
In: International Journal of Approximate Reasoning, Bd. 134: S. 1-14