XAI-HACK1: XAI Hackathon |
Website | http://xai-hackathon.isti.cnr.it/ |
Submission link | https://easychair.org/conferences/?conf=xaihack1 |
XAI Hackathon dedicated to eXplainable Artificial Intelligence (XAI), taking place in Pisa on 5–6 July 2024. Participants will be able to engage with current XAI frameworks, [ kdd-lab/XAI-Lib ] analyze complex data, and work towards improving the transparency and trustworthiness of AI models.
The challenge will be related to developing a prediction pipeline focused on a machine-learning task to integrate XAI techniques into black-box predictions.
The final project will be evaluated based on multiple criteria: Variety and effectiveness of explanations used; Assessment of robustness, validity, and quality of the explanations; Use-case scenario enriched with progressive steps of explanations. The scenario should illustrate how each stage contributes to a better understanding of the AI decisions, highlighting implications on performance and trustworthiness.
Submission Guidelines
All papers must be original and not simultaneously submitted to another journal or conference. The following paper categories are welcome:
- Full reports describing the methods used and analyzing the explanation results considering the multiple dimensions shown in the previous slide.
Committees
Organizing Committee
- Fosca Giannotti
- Andrea Beretta
- Martina Cinquini
Venue
The conference will be held in Pisa on the 5th and 6th of July
Contact
All questions about submissions should be emailed to xai-hackathon@isti.cnr.it