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xrai:start [2024/05/29 07:32] – [Tutorial and workshop on Explainable and Robust AI for Industry 4.0 & 5.0 (X-RAI)] sbk | xrai:start [2024/09/20 07:40] (current) – [Workshop Schedule] sbk | ||
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The 1st edition of X-RAI will be at the [[https:// | The 1st edition of X-RAI will be at the [[https:// | ||
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===== Organizers ===== | ===== Organizers ===== | ||
- | * Sepideh Pashami, Halmstad University, Sweden, sepideh.pashami@hh.se | + | * Sepideh Pashami, Halmstad University |
* Joao Gama, University of Porto, Porto, Portugal, jgama@fep.up.pt | * Joao Gama, University of Porto, Porto, Portugal, jgama@fep.up.pt | ||
* Bruno Veloso, University of Porto, Porto, Portugal, bveloso@gmail.com | * Bruno Veloso, University of Porto, Porto, Portugal, bveloso@gmail.com | ||
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* Grzegorz J. Nalepa, Jagiellonian University, Krakow, Poland, gjn@gjn.re | * Grzegorz J. Nalepa, Jagiellonian University, Krakow, Poland, gjn@gjn.re | ||
* Szymon Bobek, Jagiellonian University, Krakow, Poland, szymon.bobek@uj.edu.pl | * Szymon Bobek, Jagiellonian University, Krakow, Poland, szymon.bobek@uj.edu.pl | ||
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+ | ==== Keynote Speaker ==== | ||
+ | <WRAP column 15%> | ||
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+ | </ | ||
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+ | <WRAP column 75%> | ||
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+ | **Speaker**: | ||
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+ | **Title**: Use of Explainable AI in Telcom domain | ||
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+ | **Biogram**: | ||
+ | Rafia Inam is a senior research manager at Ericsson Research and Adjunct Professor at KTH in research area Trustworthy Artificial Intelligence, | ||
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+ | Rafia received her Ph.D. from Mälardalen University, Sweden, in 2014 on predictable real-time embedded software. She is a Program Committee member, referee, guest editor for several international conferences and journals. Rafia has co-authored 40+ refereed scientific publications and 55+ patent families. She has wonbest paper awards on her two papers: “Towards automated service-oriented lifecycle management for 5G networks”, | ||
+ | </ | ||
+ | <WRAP clear></ | ||
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+ | ===== Tutorial Schedule ===== | ||
+ | ^ Time ^ Topic ^ | ||
+ | | 09:00 - 09:10 | Introduction | ||
+ | | 09:10 - 10:10 | AI for Industrial Applications such as Predictive Maintenance | ||
+ | | 10:10 - 11:00 | Explainable AI, including Types of Explanations and Evaluations | ||
+ | ^^ | ||
+ | | 11:00 - 11:20 | Break | | ||
+ | ^^ | ||
+ | | 11:20 - 11:50 | Robustness in Machine Learning | ||
+ | | 11:50 - 12:20 | Metro Train Use Case and Neurosymbolic Explanation | ||
+ | | 12:20 - 12:35 | Steel Plant Use Case | | ||
+ | | 12:35 - 12:50 | Commercial Vehicle Use Case | | ||
+ | | 12:50 - 13:00 | Discussion and Open Questions | ||
+ | |||
+ | ==== Workshop Schedule ==== | ||
+ | The workshop will take place on Friday, 13th of September 2024. | ||
+ | ^Time^Title^Speaker^ | ||
+ | | 14:00-14:50 |**Keynote: Use of Explainable AI in Telcom domain**| Rafia Inam| | ||
+ | ^^ | ||
+ | | 14:50-15:00 | **Break**|| | ||
+ | ^^ | ||
+ | | 15:00-15:20 | **Edge-MixShap: | ||
+ | | 15:20-15:40 | **A SAT-based approach to rigorous verification of Bayesian networks** |Ignacy Stępka| | ||
+ | | 15:40-16:00 | **Forecasting Auxiliary Energy Consumption for Electric Heavy-Duty Vehicles** | Yuantao Fan| | ||
- | ===== Tentative Tutorial Schedule | + | ===== Workshop information ====== |
- | - Introduction | + | |
- | - AI for industrial applications(45m) | + | |
- | - Predictive maintenance | + | |
- | - Optimizations of operations | + | |
- | - Decision support | + | |
- | - Explainable AI including types of Explanations and evaluations (50m) | + | |
- | - Robustness for ML (40m) | + | |
- | - Use Cases (60m) | + | |
- | - Metro Trains | + | |
- | - Commercial Vehicles | + | |
- | - Steel Plant | + | |
- | - Discussion and Open Questions (10m) | + | |
- | ===== Workshop ====== | ||
==== Important Dates ==== | ==== Important Dates ==== | ||
- | * **Submission Deadline**: 2024-06-15 | + | * **Submission Deadline**: |
* **Author Notification**: | * **Author Notification**: | ||
* **Cemera Ready**: 2024-07-29 | * **Cemera Ready**: 2024-07-29 | ||
* **Workshop Date**: 2024-09-13 | * **Workshop Date**: 2024-09-13 | ||
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- | The Workshops and Tutorials will be included in a joint Post-Workshop proceeding published by Springer Communications in Computer and Information Science, in 1-2 volumes, organised by focused scope and possibly indexed by WOS. Papers authors will have the faculty to opt-in or opt-out. We suggest workshop papers are prepared and submitted in the format: [[https://resource-cms.springernature.com/springer-cms/rest/v1/ | + | The Workshops and Tutorials will be included in a joint Post-Workshop proceeding published by Springer Communications in Computer and Information Science, in 1-2 volumes, organised by focused scope and possibly indexed by WOS. Papers authors will have the faculty to opt-in or opt-out. We suggest workshop papers are prepared and submitted in the format: [[https://www.springer.com/gp/computer-science/lncs/conference-proceedings-guidelines|LNCS format]]. |
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+ | Full papers should follow the Springer format of regular ECML submissions and be no longer than 16 pages (including references). | ||
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+ | Following ECML review process, we will apply a double-blind review-process (author identities are not known by reviewers or area chairs; reviewers do see each other’s names). All papers need to be ‘best-effort’ anonymized. Papers must not include identifying information of the authors (names, affiliations, | ||