Preliminary Program
March 27, morning
9:00am - Introduction to the symposium by the organizers
9:30am - Keynote 1: Freddy Lécué
10:30am - Networking coffee break
11:00am - Technical Session 1: Trustworthiness measure 1. Session chair: Christophe Labreuche
- Advances in Automatically Rating the Trustworthiness of Text Processing Services
- Biplav Srivastava, Kausik Lakkaraju, Mariana Bernagozzi, Marco Valtorta
- An overview of key trustworthiness attributes and KPIs for trusted ML-based systems engineering
- Juliette Mattioli, Henri Sohier, Agnes Delaborde, Kahina Amokrane-Ferka, Afef Awadid, Zakaria Chihani, Souhaiel Khalfaoui, Gabriel Pedroza
12:00am - Posters Session
- Using ScrutinAI for Visual Inspection of DNN Performance in a Medical Use Case
- Rebekka Görge, Elena Haedecke, Michael Mock
- Conformal Prediction for Trustworthy Detection of Railway Signals
- Léo Andéol, Thomas Fel, Florence De Grancey, Luca Mossina
- Gender mobility in the labor market with skills-based matching models
- Ajaya Adhikari, Steven Vethman, Daan Vos, Marc Lenz, Ioana Cocu, Ioannis Tolios, Cor J. Veenman
12:30am - Lunch Break
March 27, afternoon
2:00pm - Keynote 2: Stefan Wrobel
3:00pm - Technical Session 2: Performance Indicators (1/2). Session chair: Freddy Lécué
- Neighborhood Sampling Confidence Metric for Object Detection
- Christophe Gouguenheim, Ahmad Berjaoui
3:30pm - Coffee Break
3:00pm - Technical Session 2: Performance Indicators (2/2). Session chair: Freddy Lécué
- On the Evaluation of the Symbolic Knowledge Extracted from Black Boxes
- Federico Sabbatini, Roberta Calegari
- Real-time Weather Monitoring and Desnowification through Image Purification
- Eliott Py , Elies Gherbi , Nelson Fernandez Pinto, Martin Gonzalez , Hatem Hajri
5:00pm - Invited Speaker: Maximilian Poretschkin
5:30pm - Round table 1
6:15pm - Reception
March 28, morning
9:00am - Coffee and networking
9:30am - Keynote 3: Christophe Labreuche
10:30am - Coffee Break
11:00am - Technical Session 3: Trustworthiness measure 2. Session chair: Stefan Wrobel (tbc)
- Assessing Systematic Weaknesses of DNNs using Counterfactuals
- Sujan Sai Gannamaneni, Michael Mock, Maram Akila
- Evaluating Trustworthiness of Decision Tree Learning Algorithms based on Equivalence Checking
- Omer Nguena Timo, Tianqi Xiao, Florent Avellaneda, Yasir Malik, Stefan Bruda
- Relative Effects of Positive and Negative Explanations on Satisfaction and Performance in Human-Agent Teams
- Bryan Lavender, Sami Abuhaimed, Sandip Sen
12:30am - Lunch Break
March 28, afternoon
2:00pm - Keynote 4 : Elham Tabassi
3:00pm - Supplementary Posters session
3:30pm - Coffee break and networking
4:00pm - Technical Session 4: risks and vulnerabilities. Session chair: Foutse Khohm
- To Be Forgotten or To Be Fair: Unveiling Fairness Implications of Machine Unlearning Methods
- Dawen Zhang, Shidong Pan, Thong Hoang, Zhenchang Xing, Mark Staples, Xiwei Xu, Lina Yao, Qinghua Lu, Liming Zhu
- Protecting ownership rights of ML models using watermarking in the light of adversarial attacks
- Katarzyna Kapusta, Lucas Mattioli, Boussad Addad, Mohammed Lansari
5:00pm - Round table 2
6:00pm - AAAI Plenary Session
March 29, morning
9:00am - Technical session 5: Processes and Governance. Session chair: Elham Tabassi
- Risk Assessment Using Ethical Dimensions
- Alessio Tartaro, Enrico Panai, Mariangela Zoe Cocchiaro
- Conformity Assessments under the EU AI Act General Approach
- Towards a safe MLOps Process for the Continuous Development and Safety Assurance of ML-based Systems in the Railway Domain
- Marc Zeller, Thomas Waschulzik, Reiner Schmid, Claus Bahlmann
10:30am - Coffee break and networking
11:00am - Technical session 6: Dataset qualification. Session chair: Maximilian Poretschkin
- ECS - an Interactive Tool for Data Quality Assurance
- Christian Sieberichs, Simon Geerkens, Alexander Braun, Thomas Waschulzik
- QI² - an Interactive Tool for Data Quality Assurance
- Simon Geerkens, Christian Sieberichs, Alexander Braun, Thomas Waschulzik
12:00am - General discussion
12:30am - Close
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