| 2022 | Filtering participants improves generalization in competitions and benchmarks. | Adrien Pavo, Isabelle Guyon, Zhengying Liu |
| 2022 | Recurrent Restricted Kernel Machines for Time-series Forecasting. | Arun Pandey, Hannes De Meulemeester, Henri De Plaen, Bart De Moor, Johan A. K. Suykens |
| 2022 | Do We Really Need a New Theory to Understand the Double-Descent? | Luca Oneto, Sandro Ridella, Davide Anguita |
| 2022 | Simple Non Regressive Informed Machine Learning Model for Predictive Maintenance of Railway Critical Assets. | Luca Oneto, Simone Minisi, Andrea Garrone, Renzo Canepa, Carlo Dambra, Davide Anguita |
| 2022 | Challenges in anomaly and change point detection. | Madalina Olteanu, Fabrice Rossi, Florian Yger |
| 2022 | Size Scaling in Self-Play Reinforcement Learning. | Oren Neumann, Claudius Gros |
| 2022 | Supervised dimensionality reduction technique accounting for soft classes. | Sorina Mustatea, Michal Aupetit, Jaakko Peltonen, Sylvain Lespinats, Denys Dutykh |
| 2022 | Adaptive multi-modal positive semi-definite and indefinite kernel fusion for binary classification. | Maximilian Mnch, Christoph Raab, Simon Heilig, Manuel Rder, Frank-Michael Schleif |
| 2022 | Semi-synthetic Data for Automatic Drone Shadow Detection. | Mohammed El Amine Mokhtari, Virginie Vandenbulcke, Sohaib Laraba, Matei Mancas, Elias Ennadifi, Mohamed Lamine Tazir, Bernard Gosselin |
| 2022 | 1D vs 2D convolutional neural networks for scalp high frequency oscillations identification. | Galle Milon-Harnois, Nisrine Jrad, Daniel Schang, Patrick Van Bogaert, Pierre Chauvet |
| 2022 | Machine learning for automated quality control in injection moulding manufacturing. | Steven Michiels, Cdric De Schryver, Lynn Houthuys, Frederik Vogeler, Frederik Desplentere |
| 2022 | Hyperspectral Wavelength Analysis with U-Net for Larynx Cancer Detection. | Felix Meyer-Veit, Rania Rayyes, Andreas O. H. Gerstner, Jochen J. Steil |
| 2022 | From hyperspectral to multispectral sensing - from simulation to reality: A comprehensive approach for calibration model transfer. | Patrick Menz, Valerie Vaquet, Barbara Hammer, Udo Seiffert |
| 2022 | PCA improves the adversarial robustness of neural networks. | Istvn Megyeri, Ammar Al-Najjar |
| 2022 | Deep Learning Approaches for mice glomeruli segmentation. | Duccio Meconcelli, Simone Bonechi, Giovanna Maria Dimitri |
| 2022 | Improving Zorro Explanations for Sparse Observations with Dense Proxy Data. | Andreas Mazur, Andr Artelt, Barbara Hammer |
| 2022 | Continual Learning for Human State Monitoring. | Federico Matteoni, Andrea Cossu, Claudio Gallicchio, Vincenzo Lomonaco, Davide Bacciu |
| 2022 | Adaptive Gabor Filters for Interpretable Color Texture Classification. | Gerrit Luimstra, Kerstin Bunte |
| 2022 | Gap filling in air temperature series by matrix completion methods. | Benot Loucheur, Pierre-Antoine Absil, Michel Journe |
| 2022 | Deep latent position model for node clustering in graphs. | Dingge Liang, Marco Corneli, Charles Bouveyron, Pierre Latouche |
| 2022 | Revisiting Edge Pooling in Graph Neural Networks. | Francesco Landolfi |
| 2022 | Feature Compression Using Dynamic Switches in Multi-split CNNs. | Suresh Kirthi Kumaraswamy, Alexey Ozerov, Ngoc Q. K. Duong, Anne Lambert, Franois Schnitzler, Patrick Fontaine |
| 2022 | Diverse Memory for Experience Replay in Continual Learning. | Andrii Krutsylo, Pawel Morawiecki |
| 2022 | A Machine Learning Approach for School Dropout Prediction in Brazil. | Joo Gabriel Corra Krger, Jean Paul Barddal, Alceu de Souza Britto Jr. |
| 2022 | Data stream generation through real concept's interpolation. | Joanna Komorniczak, Pawel Ksieniewicz |