1st Oslo Invitational Workshop on Model-Agnostic Explainable AI

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

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

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:

Please note that there are a limited number of available places and admission is granted on a first-come, first-served basis.

Tentative programme

 From 08.45Registration, coffee and welcome 
 METHODOLOGY (09.00-12.20)09.00Setting the stage and XAI-research at NRMartin Jullum, Norwegian Computing Center
09.15Global interpretation methods: Overview and recent developmentsGiuseppe Casalicchio, LMU Munich
9.55Pitfalls of global interpretation methodsJulia Herbinger, Leibniz Institute for Agricultural Engineering and Bioeconomy
10.35Coffee break 
10.50Methods for estimating conditional Shapley values, and when to use themLars Henry Berge Olsen, University of Oslo
11.20MCCE: Monte Carlo sampling of realistic counterfactual explanationsKjersti Aas, Norwegian Computing Center
11.50XAI for misalignment detection: Comparison of local and global methodsInga Strümke, NTNU
 12.20LUNCH (free of charge) 
 APPLICATION (13.05 – 15.30)13.05Shapley values and their uncertainties in complex regression models for epidemiological applicationsMark van De Wiel, Amsterdam UMC
13.45Explego: An XAI-method selection toolMartin Jullum, Norwegian Computing Center
14.00Transparent modelling in the insurance industryTBD, Gjensidige
14.15Transparency and explainability for credit risk modelling in the crowdfunding businessMirko Drazic, FundingPartner
14.30Coffee break 
14.45Panel and joint discussion: Experiences on practical usage of XAILead by Anders Løland, Norwegian Computing Center
15.20Brief summary and closing remarks 

For more information, please contact:

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