Explainable AI

Introduction to XAI
Basic general introduction to Explainable AI
Apr 5, 2024 BI Norwegian Business School, Nydalen, Oslo, Norway
Project Slides
Introduction to XAI
(NO) Hvordan forklarer vi kunstig intelligens?
Overordnet introduksjon til forskningsfeltet XAI og hvordan velge riktig forklaringsmetode
Jan 24, 2024 NAV - Arbeids- og velferdsdirektoratet, Fyrstikkalléen 1, Oslo
Project Slides
(NO) Hvordan forklarer vi kunstig intelligens?
Why AI needs maths and stats -- lessons from working in a CS field
Briefly about how we used our statistical mindset to incorporating feature dependence in Shapley values and Counterfactual Explanations
Dec 5, 2023 Blindern, UiO, Norway
Project Slides
Why AI needs maths and stats -- lessons from working in a CS field
A ridiculously simple approach to counterfactual explanations
Brief introduction to our counterfactual explanation method MCCE
May 9, 2023 Online
Project Slides
A ridiculously simple approach to counterfactual explanations
A ridiculously simple approach to counterfactual explanations
Introduction to our counterfactual explanation method MCCE
Mar 29, 2023 NTNU, Trondheim, Norway
Project Slides
A ridiculously simple approach to counterfactual explanations
MCCE - Monte Carlo sampling of valid and realistic counterfactual explanations
Introduction to our counterfactual explanation method MCCE
Mar 9, 2023 Norweigan Computing Center, Oslo, Norway
Project Slides
MCCE - Monte Carlo sampling of valid and realistic counterfactual explanations
XAI Tree
Brief introduction and demo of our interactive tool for choosing XAI method
Nov 21, 2022 NAV, Oslo
Code Project Slides
XAI Tree
Global model agnostic* explanation methods
Brief introduction and comparison of four global explanation methods
Apr 8, 2022 Online
Project Slides
Global model agnostic* explanation methods
Shapley values for prediction explanation
Overview of the use of Shapley values for prediction explanation
Feb 3, 2022 Online
Project Slides
Shapley values for prediction explanation
Efficient and simple prediction explanations with groupShapley -- A practical perspective
Extending feature-wise Shapley value explanations to explanations through groups of features
Nov 30, 2021 Online
Project Slides
Efficient and simple prediction explanations with groupShapley -- A practical perspective