| Date | October 1, 2023 |
| Location | The workshop will be held in-person at the ECAI 2023 conference in Kraków, Poland. |
| Room | A-1-13 in the Faculty of Physics, Astronomy and Applied Computer Science of the Jagiellonian University |
Schedule
This is the workshop’s schedule in Central European Time (CET).
| Time (CET) |
Event |
| 09:00 - 09:10 | Opening remarks |
| [Session 1] | |
| 09:10 - 10:00 | Invited talk by Christin Seifert: Can we trust XAI? Current status and challenges of evaluating XAI methods. [slides] |
| 10:00 - 10:15 | Paper: SHAP values from a Practical Perspective of a Social Scientist. Łukasz Borowiecki. |
| 10:15 - 10:30 | Paper: Evaluation of Local Model-agnostic Explanations: Taxonomy and Limitations. Amir Hossein Akhavan Rahnama. |
| 10:30 - 11:00 | Coffee break |
| [Session 2] | |
| 11:00 - 11:50 | Invited Talk by Concha Bielza & Pedro Larrañaga: Explanation Capabilities of Bayesian Networks in Dynamic Industrial Domains. [slides] |
| 11:50 - 12:05 | Paper: Explainable Anomaly Detection in Industrial Streams. Jakub Jakubowski, Przemysław Stanisz, Szymon Bobek, Grzegorz Nalepa. |
| 12:05 - 12:20 | Paper: Clash of the Explainers: Argumentation for Context-Appropriate Explanations. Leila Methnani, Andreas Theodorou, Virginia Dignum. |
| 12:30 - 13:30 | Lunch break |
| [Session 3] | |
| 13:30 - 14:20 | Invited Talk by Issam El Naqa: Towards Trustworthy AI for Clinical Oncology. [slides] |
| 14:20 - 14:35 | Paper: From Data to Insights: Fusing Explainable AI and Epidemiological Thinking to Enhance Primary Care Practices. Awais Ashfaq, Slawomir Nowaczyk. |
| 14:35 - 14:50 | Paper: EcoShap: Save Computations by Only Calculating Shapley Values for Relevant Features. Parisa Jamshidi, Slawomir Nowaczyk, Mahmoud Rahat. |
| 15:00 - 15:30 | Coffee break |
| [Session 4] | |
| 15:30 - 15:45 | Paper: Towards Explainable Deep Domain Adaptation. Szymon Bobek, Zahra Taghiyarrenani, Sepideh Pashami, Slawomir Nowaczyk, Grzegorz Nalepa. |
| 15:45 - 16:00 | Paper: Interpretability benchmark for spatial alignment of prototypical parts. Mikołaj Sacha, Bartosz Jura, Dawid Rymarczyk, Łukasz Struski, Jacek Tabor, Bartosz Zieliński. |
| 16:00 - 16:15 | Paper: Evaluation of Human-Understandability of Global Model Explanations using Decision Tree. Adarsa Sivaprasad, Ehud Reiter. |