1st Oslo Invitational Workshop on Model-Agnostic Explainable AI

Time and place: September 12, 2024 08:45 AM – 3:30 PM.

Please note: Due to high interest, the event has been moved to Auditorium 2 (U218) in Kristine Bonnevies hus at the University of Oslo.

Welcome to the 1st Oslo Invitational Workshop on Model-Agnostic Explainable AI (XAI)!

The workshop is co-organised and funded by Integreat and BigInsight.

Join us and our esteemed group of speakers as we discuss core XAI methodology and explore its practical applications.

The workshop is open to everyone, though background knowledge of XAI and interpretable machine learning is advisable. The first session is specifically aimed at researchers in relevant fields, while the second session is designed for data scientists and practitioners interested in practical applications of XAI.

The workshop will consist of two sessions and you may attend either one or both.

Registration is now closed. If you wish to register after the deadline, please contact jullum@nr.no.

Programme

	From 08.45	Registration, coffee and welcome
METHODOLOGY (09.00-12.20)	09.00	Setting the stage and XAI-research at NR	Martin Jullum, Norwegian Computing Center
	09.15	Global interpretation methods: Overview and recent developments	Giuseppe Casalicchio, LMU Munich, Munich Center for Machine Learning (MCML)
	9.55	Pitfalls of global interpretation methods	Julia Herbinger, Leibniz Institute for Agricultural Engineering and Bioeconomy
	10.35	Coffee break
	10.50	Methods for estimating conditional Shapley values, and when to use them	Lars Henry Berge Olsen, University of Oslo
	11.20	MCCE: Monte Carlo sampling of realistic counterfactual explanations	Kjersti Aas, Norwegian Computing Center
	11.50	XAI for misalignment detection: Comparison of local and global methods	Inga Strümke, NTNU
	12.20	LUNCH (free of charge)
APPLICATION (13.05 – 15.30)	13.05	Shapley values and their uncertainties in complex regression models for epidemiological applications	Mark van De Wiel, Amsterdam UMC
	13.45	Explego: An XAI-method selection tool	Martin Jullum, Norwegian Computing Center
	14.00	Transparent modelling in the insurance industry	Tatiana Polushina, Gjensidige
	14.15	Transparency and explainability for credit risk modelling in the crowdfunding business	Mirko Drazic, FundingPartner
	14.30	Coffee break
	14.45	Panel and joint discussion: Experiences on practical usage of XAI	Mirko Drazic, FundingPartner, Jon Vegar Sparre, NAV and Martin Lerudjordet, Gjensidige Lead by Anders Løland, Norwegian Computing Center
	15.20	Brief summary and closing remarks

For more information, please contact: