| 09:00-09:10 | Opening | |
| 09:10-10:30 | Session 1: Tutorials | |
| 09:10-09:30 | Medical time series forecasting and multimodal learning | Ioanna Miliou |
| 09:30-09:50 | Explainable ML for medical time series | Panagiotis Papapetrou |
| 09:50-10:10 | Generation of synthetic data time series with diffusion models | Arianna Dagliati |
| 10:10-10:30 | Data presence and missingness in medical time series | Myra Spiliopoulou |
| 10:30-11:00 | Break | |
| 11:00-12:15 | Session 2: Paper Presentations (each paper presentation is assigned 15 minutes including 3 mins for questions) | Chairs: Ioanna Miliou, Arianna Dagliati |
| 11:00-11:15 | Improved Sleep Stage Tagging on Wearables via Knowledge Distillation | Hendrik Weißenfels, Matthias Jakobs Sarah Dietz-Terjung, Sebastian Buschjäger |
| 11:15-11:30 | SHISMA: Shape-driven Inference of Significant Celltype-specific Subnetworks from Time Series Single-cell Transcriptomics | Antonio Collesei, Francesco Spinnato, Pierangela Palmerini, Emilia Vigolo |
| 11:30-11:45 | Federated Markov Imputation: Privacy-Preserving Temporal Imputation in Multi-Centric ICU Environments | Christoph Düsing, Philipp Cimiano |
| 11:45-12:00 | Alignment of Multiple Item Set Sequences for Apnea Detection | Dries Van der Plas, Johan Verbraecken, Jesse Davis, Wannes Meert |
| 12:00-12:15 | On the role of prognostic factors and effect modifiers in unraveling population heterogeneity | Rianne Schouten |
| 12:15-12:55 | Session 3: Keynote by Riccardo Guidotti From Shapelets and Subsequences to Saliency Maps: Making Time Series Models Understandable in Medicine and Beyond | Chairs: Panagiotis Papapetrou, Myra Spiliopoulou |
| 12:55-13:00 | Closing remarks | |
