Detecting Novelties with Empty Classes
S. Uhlemeyer, J. Lienen, E. Hüllermeier, H. Gottschalk, ArXiv:2305.00983 (2023).
LibreCat: /record/44512
arXiv: 2305.00983

Memorization-Dilation: Modeling Neural Collapse Under Noise
D.A. Nguyen, R. Levie, J. Lienen, G. Kutyniok, E. Hüllermeier, in: International Conference on Learning Representations, ICLR, 2023.
LibreCat: /record/31880

Mitigating Label Noise through Data Ambiguation
J. Lienen, E. Hüllermeier, ArXiv:2305.13764 (2023).
LibreCat: /record/45911
arXiv: 2305.13764

Scikit-Weak: A Python Library for Weakly Supervised Machine Learning
A. Campagner, J. Lienen, E. Hüllermeier, D. Ciucci, in: Lecture Notes in Computer Science, Springer, 2022, pp. 57–70.
LibreCat: /record/34542

Kronecker Decomposition for Knowledge Graph Embeddings
C. Demir, J. Lienen, A.-C. Ngonga Ngomo, ArXiv:2205.06560 (2022).
LibreCat: /record/31545

Conformal Credal Self-Supervised Learning
J. Lienen, C. Demir, E. Hüllermeier, ArXiv:2205.15239 (2022).
LibreCat: /record/31546

Credal Self-Supervised Learning
J. Lienen, E. Hüllermeier, in: Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems, NeurIPS, 2021.
LibreCat: /record/27161

Robust Regression for Monocular Depth Estimation
J. Lienen, N. Nommensen, R. Ewerth, E. Hüllermeier, in: 13th Asian Conference on Machine Learning, ACML, 2021.
LibreCat: /record/27162

Instance weighting through data imprecisiation
J. Lienen, E. Hüllermeier, International Journal of Approximate Reasoning (2021).
LibreCat: /record/21636

From Label Smoothing to Label Relaxation
J. Lienen, E. Hüllermeier, in: Proceedings of the 35th AAAI Conference on Artificial Intelligence, AAAI, AAAI Press, 2021, pp. 8583–8591.
LibreCat: /record/21637

Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce Model
J. Lienen, E. Hüllermeier, R. Ewerth, N. Nommensen, in: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR, 2021, pp. 14595–14604.
LibreCat: /record/22280

Credal Self-Supervised Learning
J. Lienen, E. Hüllermeier, ArXiv:2106.11853 (2021).
LibreCat: /record/22509

Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce  model
J. Lienen, E. Hüllermeier, ArXiv:2010.13118 (2020).
LibreCat: /record/20211

Automated Feature Engineering on Time Series Data
J. Lienen, Automated Feature Engineering on Time Series Data, 2019.
LibreCat: /record/16415